class: middle, center <div class="ggplot-logo-left-top"></div> <div class="gapminder-logo-left-bottom"></div> # Introduction to `ggplot2` <br> ### Saghir Bashir & Andreia Carlos<br><br>13th April 2019 --- class: inverse, middle, center # Relax # Experiment # Make Mistakes # Learn # Enjoy --- class: middle, center <div class="ggplot-logo-left-top"></div> <div class="gapminder-logo-left-bottom"></div> # Outline ## Gapminder Data ## Plotting Data ## Facetting Plots ## Summary --- class: center, middle <img 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width="900px" /> --- class: middle, left <div class="gapminder-logo-right-top"></div> # Gapminder Data ### Population (Total) ### GDP per capita (US$, inflation-adjusted) ### Life expectancy at birth, in years ### Infant Mortality per 1000 births ### Total Fertility (children per woman) --- class: middle, center <div class="gapminder-logo-right-top"></div> # First 10 Observations <table> <thead> <tr> <th style="text-align:center;"> continent </th> <th style="text-align:center;"> country </th> <th style="text-align:center;"> year </th> <th style="text-align:right;"> pop </th> <th style="text-align:right;"> gdpPercap </th> <th style="text-align:right;"> lifeexp </th> <th style="text-align:right;"> infmort </th> <th style="text-align:right;"> fertility </th> </tr> </thead> <tbody> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1960 </td> <td style="text-align:right;"> 1636054 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> 62.87 </td> <td style="text-align:right;"> 115.4 </td> <td style="text-align:right;"> 6.19 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1965 </td> <td style="text-align:right;"> 1896125 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> 66.59 </td> <td style="text-align:right;"> 94.1 </td> <td style="text-align:right;"> 5.59 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1970 </td> <td style="text-align:right;"> 2150602 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> 67.83 </td> <td style="text-align:right;"> 76.8 </td> <td style="text-align:right;"> 5.05 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1975 </td> <td style="text-align:right;"> 2411229 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> 69.77 </td> <td style="text-align:right;"> 63.1 </td> <td style="text-align:right;"> 4.39 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1980 </td> <td style="text-align:right;"> 2681245 </td> <td style="text-align:right;"> 1056.7504 </td> <td style="text-align:right;"> 71.39 </td> <td style="text-align:right;"> 64.0 </td> <td style="text-align:right;"> 3.68 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1985 </td> <td style="text-align:right;"> 2966799 </td> <td style="text-align:right;"> 1056.5045 </td> <td style="text-align:right;"> 72.71 </td> <td style="text-align:right;"> 45.9 </td> <td style="text-align:right;"> 3.23 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1990 </td> <td style="text-align:right;"> 3281453 </td> <td style="text-align:right;"> 980.1582 </td> <td style="text-align:right;"> 73.30 </td> <td style="text-align:right;"> 35.1 </td> <td style="text-align:right;"> 2.97 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1995 </td> <td style="text-align:right;"> 3106727 </td> <td style="text-align:right;"> 909.7388 </td> <td style="text-align:right;"> 73.70 </td> <td style="text-align:right;"> 29.1 </td> <td style="text-align:right;"> 2.72 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 2000 </td> <td style="text-align:right;"> 3121965 </td> <td style="text-align:right;"> 1180.8747 </td> <td style="text-align:right;"> 74.70 </td> <td style="text-align:right;"> 23.2 </td> <td style="text-align:right;"> 2.38 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 2005 </td> <td style="text-align:right;"> 3082172 </td> <td style="text-align:right;"> 1555.2404 </td> <td style="text-align:right;"> 76.20 </td> <td style="text-align:right;"> 18.3 </td> <td style="text-align:right;"> 1.92 </td> </tr> </tbody> </table> --- class: middle, center <div class="gapminder-logo-right-top"></div> # Last 10 Observations <table> <thead> <tr> <th style="text-align:center;"> continent </th> <th style="text-align:center;"> country </th> <th style="text-align:center;"> year </th> <th style="text-align:right;"> pop </th> <th style="text-align:right;"> gdpPercap </th> <th style="text-align:right;"> lifeexp </th> <th style="text-align:right;"> infmort </th> <th style="text-align:right;"> fertility </th> </tr> </thead> <tbody> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1970 </td> <td style="text-align:right;"> 5206311 </td> <td style="text-align:right;"> 515.2283 </td> <td style="text-align:right;"> 57.22 </td> <td style="text-align:right;"> 72.4 </td> <td style="text-align:right;"> 7.42 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1975 </td> <td style="text-align:right;"> 6170284 </td> <td style="text-align:right;"> 550.3364 </td> <td style="text-align:right;"> 59.41 </td> <td style="text-align:right;"> 70.3 </td> <td style="text-align:right;"> 7.40 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1980 </td> <td style="text-align:right;"> 7289083 </td> <td style="text-align:right;"> 501.2817 </td> <td style="text-align:right;"> 62.48 </td> <td style="text-align:right;"> 66.4 </td> <td style="text-align:right;"> 7.10 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1985 </td> <td style="text-align:right;"> 8862601 </td> <td style="text-align:right;"> 507.4136 </td> <td style="text-align:right;"> 64.86 </td> <td style="text-align:right;"> 53.6 </td> <td style="text-align:right;"> 6.22 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1990 </td> <td style="text-align:right;"> 10484771 </td> <td style="text-align:right;"> 536.2003 </td> <td style="text-align:right;"> 63.00 </td> <td style="text-align:right;"> 51.2 </td> <td style="text-align:right;"> 5.18 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1995 </td> <td style="text-align:right;"> 11683136 </td> <td style="text-align:right;"> 510.8200 </td> <td style="text-align:right;"> 56.00 </td> <td style="text-align:right;"> 60.1 </td> <td style="text-align:right;"> 4.43 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 2000 </td> <td style="text-align:right;"> 12499981 </td> <td style="text-align:right;"> 535.1974 </td> <td style="text-align:right;"> 47.90 </td> <td style="text-align:right;"> 63.5 </td> <td style="text-align:right;"> 4.07 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 2005 </td> <td style="text-align:right;"> 12984418 </td> <td style="text-align:right;"> 351.0233 </td> <td style="text-align:right;"> 45.10 </td> <td style="text-align:right;"> 61.0 </td> <td style="text-align:right;"> 3.97 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 2010 </td> <td style="text-align:right;"> 13973897 </td> <td style="text-align:right;"> 288.5683 </td> <td style="text-align:right;"> 49.10 </td> <td style="text-align:right;"> 55.8 </td> <td style="text-align:right;"> 3.72 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 2015 </td> <td style="text-align:right;"> 15602751 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> 59.30 </td> <td style="text-align:right;"> 46.6 </td> <td style="text-align:right;"> 3.35 </td> </tr> </tbody> </table> --- <div class="gapminder-logo-right-top"></div> # Questions of Interest <br> ### What are the time trends for Portugal? ### How does Portugal compare to other European countries? ### How does Portugal perform on health and wealth? --- class: center, middle <img 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" width="400px" /> --- class: inverse, center, middle ## `install.packages("ggplot2")` ## `install.packages("magrittr")` ## `install.packages("data.table")` ## `install.packages("here")` --- <div class="rdatatable-logo-right-top"></div> # Imported Gapminder Data ```r library(data.table) library(here) gm <- fread(here("data", "gapminder.csv")) # Create factor (categorical) variables to be used later. gm[, continent:=as.factor(continent)] gm[, country:=as.factor(country)] gm[, fyear:=as.factor(year)] ``` --- <div class="gapminder-logo-right-top"></div> # Look at Imported Data ```r gm ``` ``` ## continent country year pop gdpPercap lifeexp infmort fertility fyear ## 1: Europe Albania 1960 1636054 NA 62.87 115.4 6.19 1960 ## 2: Europe Albania 1965 1896125 NA 66.59 94.1 5.59 1965 ## 3: Europe Albania 1970 2150602 NA 67.83 76.8 5.05 1970 ## 4: Europe Albania 1975 2411229 NA 69.77 63.1 4.39 1975 ## 5: Europe Albania 1980 2681245 1056.7504 71.39 64.0 3.68 1980 ## --- ## 2216: Africa Zimbabwe 1995 11683136 510.8200 56.00 60.1 4.43 1995 ## 2217: Africa Zimbabwe 2000 12499981 535.1974 47.90 63.5 4.07 2000 ## 2218: Africa Zimbabwe 2005 12984418 351.0233 45.10 61.0 3.97 2005 ## 2219: Africa Zimbabwe 2010 13973897 288.5683 49.10 55.8 3.72 2010 ## 2220: Africa Zimbabwe 2015 15602751 NA 59.30 46.6 3.35 2015 ``` --- <div class="gapminder-logo-right-top"></div> # Structure of Gapminder Data ```r str(gm) ``` ``` ## Classes 'data.table' and 'data.frame': 2220 obs. of 9 variables: *## $ continent: Factor w/ 5 levels "Africa","Americas",..: 4 4 4 4 4 4 4 4 4 4 ... *## $ country : Factor w/ 185 levels "Albania","Algeria",..: 1 1 1 1 1 1 1 1 1 1 ... ## $ year : int 1960 1965 1970 1975 1980 1985 1990 1995 2000 2005 ... ## $ pop : int 1636054 1896125 2150602 2411229 2681245 2966799 3281453 3106727 3121965 3082172 ... ## $ gdpPercap: num NA NA NA NA 1057 ... ## $ lifeexp : num 62.9 66.6 67.8 69.8 71.4 ... ## $ infmort : num 115.4 94.1 76.8 63.1 64 ... ## $ fertility: num 6.19 5.59 5.05 4.39 3.68 3.23 2.97 2.72 2.38 1.92 ... *## $ fyear : Factor w/ 12 levels "1960","1965",..: 1 2 3 4 5 6 7 8 9 10 ... ## - attr(*, ".internal.selfref")=<externalptr> ``` --- class: center, middle <img 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" width="400px" /> --- class: inverse, center, middle # What are the time trends for Portugal? --- # Portuguese Data ### Create a dataset for Portugal ```r # Portuguese Data options(width = 100) gmPT <- gm[country == "Portugal"] gmPT ``` ``` ## continent country year pop gdpPercap lifeexp infmort fertility fyear ## 1: Europe Portugal 1960 8875311 2363.976 64.23 84.6 3.16 1960 ## 2: Europe Portugal 1965 8888635 3212.569 66.17 66.4 3.18 1965 ## 3: Europe Portugal 1970 8670352 4615.613 67.14 55.4 2.99 1970 ## 4: Europe Portugal 1975 9185876 5398.299 68.90 36.0 2.71 1975 ## 5: Europe Portugal 1980 9755635 6518.493 71.71 22.8 2.29 1980 ## 6: Europe Portugal 1985 9929014 6693.814 73.22 16.5 1.78 1985 ## 7: Europe Portugal 1990 9890319 8854.322 74.20 11.5 1.54 1990 ## 8: Europe Portugal 1995 10078431 9455.050 75.50 7.4 1.48 1995 ## 9: Europe Portugal 2000 10278542 11412.078 76.80 5.5 1.47 2000 ## 10: Europe Portugal 2005 10480085 11663.632 78.40 3.7 1.41 2005 ## 11: Europe Portugal 2010 10584837 11805.935 79.90 3.1 1.33 2010 ## 12: Europe Portugal 2015 10349803 NA 80.80 3.0 1.31 2015 ``` ```r options(width = widthDefault) ``` --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy --- .left-code[ <br> ```r ggplot(gmPT) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- <div class="ggplot2-hex-right-top"></div> .left-code[ <br> ```r *ggplot(gmPT, aes(year, lifeexp)) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Points --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + * geom_point() ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Line --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + * geom_line() ``` ] .right-plot[ <img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA5YAAALICAMAAAAzJp9/AAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////isF19AAAACXBIWXMAACE3AAAhNwEzWJ96AAAgAElEQVR4nO3de2BT5f3H8afclasg4A3vOHHqdKhz7jeVubE5fUqltGwgVcBuE1kd085tP/npxKKinciqQyaio6KAIiriDVEQL9yvgtxvLdACCkVpC23O73mepOXbkDQn5/acJJ/3HzYnOWmehL7Mc5KTHGYghHwW0z0AhFB4YImQ7wJLhHwXWCLku8ASId8Flgj5LrBEyHeBJUK+CywR8l1giZDvAkuEfBdYIuS7wBIh3wWWCPku11jujV21YXxjYjW3+8Y4oHsIoq8N44juMciqjuoegazSMA7qHoNov1Hh0S2BZXhgSQNLEljqCyxpYEkCS32BJQ0sSWCpL7CkgSUJLPUFljSwJIGlvsCSBpYksNQXWNLAkgSW+gJLGliSwFJfYEkDSxJY6gssaWBJAkt9gSUNLElgqS+wpIElCSz1BZY0sCSBpb7AkgaWJLDUF1jSwJIElvoCSxpYksBSX2BJA0sSWOoLLGlgSQJLfYElDSxJYKkvsKSBJQks9QWWNLAkgaW+wJIGliSw1BdY0sCSBJb6AksaWJLAUl9gSQNLEljqCyxpYElygOXMaaZWA8vwwJIGliS7LMuKr2Dnl5lZEyzDA0saWJLssdxacAYTTTGzLliGB5Y0sCTZYbnszrYSJbvkVTNrg2V4YEkDS5J1lnOzmymUVxWXm1ofLMMDSxpYkiyyLHu1tzLZIvsTs1cBy/DAkgaWJEssS4suUCg75q0yfyWwDA8saWBJssByXX5HhfLsgh3xXA0swwNLGliS4ma5MLdVcJNy4p74rgiW4YElDSxJcbKc1TtNmmzSe3bctwSW4YElDSxJ8bDcNbGneqJsk7vMwi2BZXhgSQNLknmWWwpOVyi75G+0dEtgGR5Y0sCSZJblsrz2CuXFRbss3hJYhgeWNLAkmWP5YXDXgbTriq3fEliGB5Y0sCSZYFlWfF1o14EFdm4JLMMDSxpYkmKyLC3qrlB2yltt75bAMjywpIElKQbLul0Hzolv14FIgWV4YEkDS1KjLC3vOhApsAwPLGlgSWqEZf2uA+84cktgGR5Y0sCSFI1l6cTLQ7sOLHfolsAyPLCkgSUpMsu6XQe65m9y7JYcYFleNDzz949uCi4cnDD0lpzCnWBpM7Ck+Zjl0rx2wW8dKNrt4C3ZZ7k0k/OB6Tz9TaVvMOfZnGeuBUt7gSXNtyznBHcdaNLb1FeBmM82y4qBfOxBo3oaz9gslkbxP2wNlD3Ah9aCpa3AkuZPlmXFV4V2HfjU6VuyzfIznltjKJAvGca+9Izd4vThIXwZWNoKLGl+ZLm98HyF8uT89c7fkm2WU/ko9bOYP2oYr/D71cJEPgYsbQWWNP+xXBvadeDcgp1u3JJtlh/zwcKTERjJXzCMAv66OnMFzwVLW4ElzW8s5+W0jOuL7OLONssjI/iDm6tKn+E54nfdyxeoM0t4v9DF4+9TPV8VO7E5esTEam53xBejEP+PqtU9BlltQPcIZDX++NOoNo7KH3N/rXYdaJ75iWu3ZJul8W0Bl40oE6eH8hXqvArOK4OX3tFTlRf/70XIh1W/eIl6omyXt8O7G7XAcsFAnjV8AM98LWAYWXyDOq+G893BS8ESJVEHxp4R/CK7R7/x8mYtvBKbnvmhALn8dv6KYQzhq9SZ4tmyInjxtrWqHd/E7ohhHDKxmttV+GIUBw3jqO4xyKprdI9AJqb03+oeg2jdsNYK5RWT9rl8S7ZZ/o6/oX6u4pkVxj38U7VQyvsGGq5mYjMXL/mQ8JIPzR8v+bzU0ZVdByJll+WhuulqIFs8Uz7M31ILa/BKrM3AkuYHlrvuki/0nDh0kRc3ZpdldQYvUSdq+/HNxpTQm5iT+WiwtBVY0nzAcvmV8sXXv7qw60Ck7LI07pbblKKFvO9RY2965gFxumYYXwqWtgJLmn6WxScJlactSJiDtH/CM16vMmo+HsAni6WH+H3fGtVjeW7YpiVYxhlY0nSz3J3fRKjsvdH+QdpNZpul8UI6T8/pw/nDctfY8tt4n+F9edZX4WuZGApYksCSppnlCrlLerP8MrsHaTeffZbGxjHDMnP/sSj4/Hhg/JCMQYWlx61kYihgSQJLml6WagJ7+tt2D9IeTw6wNJWJoYAlCSxpOlmGJrDytR6w1BdY0lKe5YorgxNYeRos9QWWtFRnWT+BlYGlvsCSltosgxPYX24ILYKlvsCSltIs6QRWBpb6AktaKrOcTCewMrDUF1jSUpfl7vw0OoGVgaW+wJKWsiyXh01gZWCpL7CkpSrL4AR2dsMzwVJfYElLTZa7846bwMrAUl9gSUtJlpEmsDKw1BdY0lKRZcQJrAws9QWWtNRjGZzA/ip8AisDS32BJS3lWIYmsBG/lhks9QWWtFRjObmDUHlGhAmsDCz1BZa01GLZyARWBpb6AktaSrEMTmBHRj2uCFjqCyxpqcTyv41NYGVgqS+wpKUOyxgTWBlY6gssaSnDcvkVjU9gZWCpL7CkpQrLmBNYGVjqCyxpqcFyl5rA3rgxxmpgqS+wpKUEy2UmJrAysNQXWNJSgaWpCawMLPUFlrTkZ1maa2oCKwNLfYElLelZmp3AysBSX2BJS3aWL6oJ7DvmVgZLfYElLblZxjGBlYGlvsCSltQs1QS2ubkJrAws9QWWtGRmqSaw3UxOYGVgqS+wpCUvy9JcgZL92uwEVgaW+gJLWtKyXNZToGxRYHoCKwNLfYElLVlZvtg+zgmsDCz1BZa05GRpYQIrA0t9gSUtKVmGJrBxXw8s9QWWtGRk+YKVCawMLPUFlrTkY2lxAisDS32BJS3pWFqdwMrAUl9gSUs2lsEJ7LvWrgyW+gJLWnKxDE5gb9pk8epgqS+wpCUVy2U/tD6BlYGlvsCSlkwsbU1gZWCpL7CkJQ9LmxNYGVjqCyxpScNy6cUCZcsxtn4HWOoLLGnJwnJ6R6Hy3Ln2fglY6gssacnBsvyBpkJlxhabwwBLfYElLSlYlvQXKJuOtD0MsNQXWNKSgeWKHwiVHV+1Pwyw1BdY0pKA5cyThcqLlzowDLDUF1jSEp9lYTOhsu8OJ4YBlvoCS1qis3Rqs1IFlvoCS1qCs1zu1GalCiz1BZa0xGY5s5PcrFzm1DDAUl9gSUtkluUjmzq2WakCS32BJS2BWW5LVwf9cXAYYKkvsKQlLsvFPeRm5WtODgMs9QWWtIRlOa2Do5uVKrDUF1jSEpRlcLMy07nNShVY6gssaYnJ0vnNShVY6gssaQnJ0oXNShVY6gssaYnIcqrcrLzE2c1KFVjqCyxpiccyuFnZz+HNShVY6gssaQnHcht3ZbNSBZb6AktaorFcpDYrZ7gzDLDUF1jSEoyla5uVKrDUF1jSEoplaLNyp1vDAEt9gSUtkVi6uVmpAkt9gSUtgVi6ulmpAkt9gSUtcVi+4upmpQos9QWWtERhWT6yiVCZ5dpmpQos9QWWtARh6fpmpQos9QWWtMRgGdysfN3tYYClvsCSlhAs1Wblpa5uVqrAUl9gSUsAlp5sVqqSj+XR2AUMo8bEam5X45NRGAHdY5AFfDGK2kb+NL7pKzcrR3syDs/+NLxiWRk78ZdYbWI1t6v2xSiqDKNW9xhkNf4YRfQ/jTUXCZUnv+vJMKqMI57cTmWlVyxNPHFjEkvCJJYWfRL7sjzw+qXLvRlG8k1iTQwFLElgSYvG0rvNShVY6gssab5mue1mL96tPBZY6gssaX5mufBCobLTTO+GAZb6Akuaj1l6ulmpAkt9gSXNtyyDm5XZXm1WqsBSX2BJ8yvLrR5vVqrAUl9gSfMpy4Xf83izUgWW+gJLmj9Zqs3KH3i5WakCS32BJc2PLHVsVqrAUl9gSfMhy603adisVIGlvsCS5j+WejYrVWCpL7Ck+Y7lFLlZeeVqLcMAS32BJc1nLIOblTmleoYBlvoCS5q/WKrNyhaFuoYBlvoCS5qvWH4hNytPma1tGGCpL7Ck+YnllHZys3KNvmGApb7AkuYflno3K1VgqS+wpPmGZanarPyn1mGApb7AkuYXluvVZuU7eocBlvoCS5pPWL7VXvNmpQos9QWWNF+w3DYsTai8XedmpQos9QWWND+wnNZNoGz5pO5hgKXOwJKmn+XG3wiUrNsc3ePYC5Y6A0uadpbFpwqUaYP2mzlIu9uBpb7AkqaZ5dp0+VR51mxTB2l3PbDUF1jS9LKc2FGgbJKzzdRB2t0PLPUFljSdLJf1kk+VPd4zd5B2DwJLfYElTR/L8sI2AmXzPPm2CFiCJViStLFc9BP5VHnJXLUAlmAJliRNLHePbClQthq5J7gIlmAJliQ9LOddJp8qr/6ibhkswRIsSTpYluS3ECjbFZbXnwOWYAmWJA0s3+4unyp/sZKcBZZgCZYkz1nuyJOfdj65qMGZYAmWYEnymuXUM+RTZfr6hueCJViCJclblptyJMpTXgw/HyzBEixJnrIsPkXulp6z5bgLwBIswZLkIcsv5SEr2dkzIlwElmAJliTvWKrd0pvlbo90GViCJViSvGK59Hq1W/r7kS8FS7AES5I3LMsKW9fvlh4psARLsCR5wvKTK+RT5ZULoq4AlmAJliQPWO4eKfe1O6Fut/RIgSVYgiXJfZYfXSqfKq9Z2Ng6YAmWYElym+XOvKYCZXuyW3qkwBIswZLkMstZ58unyt6rYqwGlmAJliRXWW7Jlbuldy6KuSJYgiVYktxk+fLpkXZLjxRYgiVYktxjuVHtlt5tmpl1wRIswZLkGsuJndRu6VtNrQyWYAmWJJdYrpEHkWXnzDS5OliCJViSXGFZXnSS3C09r8TsFcASLMGS5AbLJdfKp8qLPjB/DbAES7AkOc+yrPBEebjK/HgOIguWYAmWJMdZzv+hfKq86rO4rgSWYAmWJIdZ7grtll4W39XAEizBkuQsy7mXyKfKny2P93pgCZZgSXKSZd1u6fFfEyzBEixJDrJ86zy1W/pqC1cFS7AES5JjLDfnpAmUXSZZujJYgiVYkpxiOeU0s7ulRwoswRIsSc6wXJctUZ453er1wRIswZLkCEv1FbBNcrZZ/gVgCZZgSXKA5fIb5FPlhe/Y+BVgCZZgSbLNsrywrdotPZ597Y4LLMESLEl2WX5xtXyqvHy+vd8ClmAJliR7LHePbClQtnqwka+ANRVYgiVYkmyxnH+5fKr80ee2RwGWYAmWJBssg7ulty2Ic7f0SIElWIIlyTrL2d+TT5U/X+HEKMASLMGSZJXlDrVbegcLu6VHCizBEixJFlm+ca7a1+4rh0YBlmAJliRLLDep3dK7vuDYKMASLMGSZIVl8anyK2CzNzg3CrCMt0G8vumGMaPu9CywtFXislyrdks/6zUnRwGWNljOMIwisHSmhGVpe7f0SIFlvB34Oti2/oMrDOPvfH5wsRIsbZWgLJf1kk+VPd5zeBRgabHA6PTV4sftPPw3gqWlEpJleWEbgbK5vd3SIwWWFvuQTxb/reTZAbB0okRkuegn8qnykrnOjwIsrbW//5014scWfs+Kx+6+/7mtYGmzxGMZ2i19pN3d0iMFltYq4p/JHwt4hnrBJ2Nq3QXzXlN9eih2Rw3jsInV3O47n4zCqNE9BtnRWpMrfq6+Lf2a5a6M4oiYiLnyi+PrW89G4QzLnX3uVZPXaZz/a8N3G8dwvjh0yR09VXnWfi9KkCofkLult382yiYMspdFlqP5avXzvTFvqH+YQp4bugQsU6FPL5RPlTft1D2OZM0ay238Tw3P2MX5geCpV8ep3jgcO7FxWmViNber8sUoxNZUre4xyGpMjGLfPU0Eys7/cW8UYvum2r3fbrpKz0bhCMvx4XsPBPrxVQ3PMbGZi5d8SAn0ks/UM+x8Bayp8JKPhSr7Z1SEnTWAbwRLOyUMy005EuUpL7o6CrC00Pv8kZDPvOHBuWsFT68CSzslCsviU+Ru6Tlb3B0FWFpoJP+g/tRL6udL/N6wdUwMBSxJicHyy5vlU+XZM9weBVjGX1VfXho6+QVPf/OocXh6RnrYHBYs4ywhWKrd0pvlbnd9FGAZf0v4rfVvV03iPCOH88y3w1cyMRSwJCUAy6XXq93S3/dgFGAZfxP46PrTgeUPDMnMG1ty3EomhgKWJN+zLCts7c5u6ZECS5cyMRSwJPmd5cJr5FPllQu8GQVYgiVYkiKz3K2+AvYEV3ZLjxRYgiVYkiKy/OhS+VT544WejQIswRIsSRFY7lRfAdu+sNy7UYAlWIIl6XiWs86XT5W9V3o5CrAES7AkhbPckqt2Sy/ydhRgCZZgSQpj+bL7u6VHCizBEixJDVhuVLuld5vm+SjAEizBkkRZTuykdkvf6v0owBIswZJ0jOUatVv6OTN1jAIswRIsSXUsy4tOkrul55VoGQVYgiVYkkIsl1wnnyov+kDTKMASLMGSpFgGd0tvme/JbumRAkuwBEuSZDlffQXslZ/qGwVYgiVYkqqO7grtll6mcRRgCZZgSapafIl8qvzZMq2jAEuwBMtjrf+j3C2949OahwGWYAmWda0d3lrta7dW90DAEizBMti6vBMkyi7Pax7HXrAES7AMtnyoPC4ea/2nTVqHEQwswRIs9+5dlhtEmbstvoO0uxRYgiVYLs1pLlG2yV0b30HaXQsswTLVWS7IbiZRts3buDe+g7S7F1iCZWqznJ8t3xJhHfOD25RgSQJLfaU0y3nZ8jtBWKf8umP9gCUJLPWVwiw/Sk+TKDuP3Fl/FliSwFJfKcvy7d7SJDujgH6mEixJYKmvFGU5K4iyW0HDT2+BJQks9ZWSLGf9VKE8q3B32AVgSQJLfaUgy1d7KpQXFh1/TBGwJIGlvlKNZXnxZQpljwgowbJBYKmv1GJZVqwO88O+PzHyIUXAkuRDlnun/uW2gX98fjtYepI3LMsmdlcoryyOdpwfsCT5juWuQWovScaa9LUG08RQwJLkBctdReepf9OriqOvA5Ykv7Fc2lH+87VUe4C0XwyW7uc+y9Kic4IoX2tsLbAk+YzlN10Zy5hTUlv91X/EP2XXb8DS9dxmWVp4mkJ53TuNrweWJJ+xfJA1mxM6eaQ/Yw+Cpeu5y3J7wSnSZFrv92KtCZYkn7H8Aftn/envLmCXgaXruclyW0FX9TJB7zmx1wVLks9YtmE7jy38mbUFS9dzj+XWkScplOkLzKwNliSfsWzdJnBs4TnWGixdzy2W6/M7BFF+bm59sCT5jOUP2JZjC39mF4Ol67nDcn1+O4myefZCs9cAS5LPWD7G/lp/+sA57P/A0vXcYBn6hskW2YvNXwcsST5j+d3F7MmjwZP7f8W6HQRL13Oe5dq8Vgplzqp4rgWWJJ+xNHZcwc597M2Vi6flt2Vt3tkaDCxdzGmWoW+YPDF3dXzXA0uSz1h26tSOHR9YupizLJfmtgh+7euX8V4TLEk+YxnBJFi6m5Msl+Sob5hsk7ch/uuCJclnLCdHDCxdzDmWnzT8hsk4A0uSz1g6kImhgCXJKZbzgig75W+2dn2wJPmMZaDhYhVYup4zLEPfMHnyyB1WfwNYknzGMn0PXfriIrB0PSdYzu8V/IbJx0pjrxstsCT5jCU7+dX604fvbWJlpmtiKGBJcoDlWPU+5VlP2kAJlg3yGUvx7zvw6+DJ+d0ZdlX3INssd94qUZ553DdMxhlYknzGcsO1jJ32rjhxKE9sq/CdEVcCSyezy3LB9+T7lGMjfZldXIElyWcsjdpn2jD2+0Nzzmasy9RA5HXA0slssnz6RKGy+3z74wBLkt9YGsb2GxnrLP6pB++3ghIs480Wy5JcOYHN3u7AOMCS5D+WRuAu+S0Tr1tDCZbxZoflFxfJ70MrdGQcYEnyH8uDw4Ivtr8Nlp5kg+UkuQPz+fOcGQdYknzHcnY3xi5a+B+xhXnrPrD0IMssgxPYrG0OjQMsST5juW8QY03uE4/NluvEFqal13xMDAUsSVZZLrxYTmALHBsHWJJ8xrILYz0WqlO1T7ZiLAMsXc8iyxfaC5XnfezcOMCS5DOWrMlfKutOr7sqzo90gaWVLLEsVRPYmyx9VCRKYEnyGcsLvyALRx9uDpauZ4Xlsivkl4I4N4GVgSXJZywrGy4uB0vXs8Dyv/KrJru96+w4wJLkM5aq8o/fnHLcZ7zA0qXiZrlb7hfJbtzo8DjAkuQ7lrXPXxT8npBrRleApQfFy3LFleKfp9nIaIeptBxYkvzG8rvr676+53R2Rfh1wNKF4mRZLA9gcEaMo29ZCSxJPmMZSGes630vSpYDGbsG71u6X1wsd+fLI4/+ysI3aMUMLEk+Y/mh2GjZb1Sqd0aeY2w2WLpePCxXXiUnsPmOT2BlYEnyGcu+7LT9Roil8UvWFyxdLw6Wr8pP9pw+251xgCXJZyy7s3uNepZF7Ptg6XqmWQYnsL3dmMDKwJLkM5Yt2YvHWE5jJ4Cl65lluepqNYEtc2scYEnyGctOrOAYy0LWESxdzyTLGV2EytNmuTcOsCT5jOW17Ce19Swz2I/A0vVMsdyjJrA/XeviOMCS5DOW4xh7oo7lh4w9BJauZ4blOvluclP3JrAysCT5jGXleYxlLzkkWO4b05K1t/J1PodjV2MYVSZWc7sqX4xC/CHWxljl3VOEys6z3B1HTaxReNJRw6jWPYbD8h/Fq1GYYmmsla/Bn8jYGfJ/z5a+NyQQO3NruZ9PRhHj0ah9RB5cpFep68Nw+QZMlXJ/GuZYGqUZdYfPO/8TKyoxiY2zWJPYr+SBDNLybH8PbKwwiSX5bBIr2/BE1k973nDXGzWWVIJlnMVg+aacwHaa5v44wJLkQ5Y2MzEUsCQ1yrK8oLlQeU2cx1u3FFiSwFJf/me5/gY5gc21eXQRc4ElyY8s8TFoL2uE5Xvd5MGdp3ozDrAk+Y4lPgbtcVFZBiewV6/yaBxgSfIbS3wM2uuisdx8s5rA7vJqHGBJ8hlLfAza86Kw/OBMOYF92btxgCXJZyzxMWjPi8iyvKCFUHn5Ug/HAZYkn7HEx6A9LxLLLelqAmvroOvxBpYkn7HEx6A9LwLLOWcJle2e93YcYEnyGUt8DNrzjmdZKCewly3xeBxgSfIZS3wM2vPCWW5ROyXneDqBlYElyWcs8TFozwtjOfccgbLtc96PAyxJPmOJj0F7XkOWRa2EyksXaxgHWJJ8xtKBj0GbGApYkijLrX3lBDZ7p45xgCXJZywd+Bi0iaGAJYmwXPA98ai3maBnHGBJ8htLfAza646xLDpBPOoXL9I0DrAk+Y4lPgbtcXUsdw5UE9gdusYBliQfsrSZiaGAJSnE8rMeAmXr8frGAZYk37D8zQ3rxH9vuCH8q7jA0uWCLIvE9jy74BON4wBLkm9YtmQz5bnsEFh6m2RZMkhNYLfrHAdYknzD8kzWe83WrYyJ/5DA0vUEyzVyAtvqSb3jAEuSb1j+gUUKLF3va2NyG/FId5+veRxgSfINy30/AUst7VP/Q+yvdQIrA0uSb1gaNYuKJ01i7N+TaGDpeg/JCexTukcBlg3yD8vguXjJx+PmtmDsAt0TWBlYknzG8pFHqsHSy3Z0Z6zDZt2jkIElyWcsHcjEUMCyvtvEFHaKuYO0uxxYksBSXz5g+UoaY7ebO0i724ElyT8su3btusO4KyywdLV1nRk7+yBYHgssw89gbKuBN0i8rPznjDV7z8xB2j0ILEk+Y9k1LLB0M/neyF/NHKTdi8CS5B+WixcvrrKgECwtN78lY1ftAUsaWLqUiaGApaykB2PtlsU8GrRXgSUJLPWlmeVQMYUdH/sg7V4FliSw1JdellPTGMvaC5YNA8uG/W/EwNKt1nVh7Mwte8GyYWAZtowPdnlZeW/GmrwhT4ElDSwb1jJiYOlSo8X/8/LVKbCkgaVLmRgKWH7SirHLgwd6BksaWIKlNpal32es9cLgabCkgSVYamOZK6awT4dOgyUNLMFSF8tpaYzxugWwpIElWGpi+VVXxk7bULcEljSwBEs9LMt/yViTmfWLYEkDS7DUw/JRsWH552OLYEkDS7DUwnJBK8Yu23VsGSxpYAmWOliWXszYiV+QM8CSBpZgqYOl/LLmf9EzwJIGlmCpgeX0NMZubnAOWNLAEiy9Z7m+K2OnbmhwFljSwBIsvWd5I2NNZjQ8CyxpYAmWnrN8XGxY/insPLCkgSVYes1yUWvGLi0NOxMsaWAJlh6z3HU5Yyd+Hn4uWNLAEiw9ZjlcTGGPP+QzWNLAEiy9ZflGU8ZuOv5ssKSBJVh6ynLjGYyduv7488GSBpZg6SnLPow1eS3C+WBJA0uw9JLlk2LDcnikC8CSBpZg6SHLxW0YuyT8vREVWNLAEiy9Y7m7J2MnfBbxIrCkgSVYesfybjGFfSLyRWBJA0uw9IzlW00Zu6E88mVgSQNLsPSK5aZujHVeG+VCsKSBJVh6xfIWxtJejnYhWNLAEiw9YjlObFjeGfVSsKSBJVh6w3JJG8Z6lES9GCxpYAmWnrDcfQVjLedHvxwsaWAJlp6wHCGmsI81cjlY0sASLL1gOaspYz+L8t6ICixpYAmWHrDc3I2xk79sbA2wpIElWHrAMpOxtJcaXQMsaWAJlu6zLBIblr9rfBWwpIFlvA3i9U0XiwcnDL0lp3AnWDbS0raMfW9n4+uAJQ0sbbCcIfQN5jyb88y1YBm13Vcy1uLjGCuBJQ0s4+3A18G29R9cYRij+B+2Bsoe4ENrwTJa+WIKOzrWSmBJA0uLBUanrzaMfekZu8XC4SF8GVhG6e1mjPVq7L0RFVjSwNJiH/LJ4r+v8PvV0kQ+Biwjt+0cxjo1+t6ICixpYGmt/f3vrBE/CvjranEFzwXLyPVjLK049mpgSQNLaxXxz+SPe/kCtVjC+4UuKC9R7fs6dkcMo8LEam530NVRTBIblneYGoVx1MVhmK66RvcIZFWGcUj3GETfGN96dEvOsNzZ596A/DmUr1DLFYJCIgUAABiXSURBVJxXBi+5o6cqz9rvTbp2nMTYRYd1jwIlWBZZjuar1c8svkH9rOF8d/ASsKTVXs9Yy+W6R4ESLWsst/E/BU8M4avUT/FsWRE8Z9StqsePxk4839aYWM3talwcxQPyO7VMjsIIuDaMOAr4YhS1/vjTOOrZKBxhOZ7PCp64h3+qfpbyvoGGq5jYzE3+l3w+aM7Y9THfG1HhJR8aXvKxUGX/jNBz48P8LfVzDV6JjdC28xjruNrcumBJA0sLvc8fCZ2awkepn5P5aLA8rt+IKex/Ta4LljSwtNBI/kEdvvTMA+JHzTC+FCzDk++N3G52ZbCkgWX8VfXlpXWnH+L3fWtUj+W5YZuWYLl35UmMnbPN7NpgSQPL+FvCb61HWH4b7zO8L8/6KnwlE0NJbpZl/8NY8/dNrw6WNLCMvwl0Q/LA+CEZgwpLj1vJxFCSm+X/iinsg+ZXB0saWLqUiaEkNcs5LRi7psz8+mBJA0uwdIPl9vMZ67A8jiuAJQ0swdINlgPEFPa5eK4AljSwBEsXWL4gVA6K6xpgSQNLsHSe5aqOjJ29Na6rgCUNLMHScZZlP2Ws2bvxXQcsaWAJlo6zHCmmsPfHeR2wpIElWDrN8sMWjF29J84rgSUNLMHSYZY7ujPWPp73RlRgSQNLsHSY5SAxhZ0Q97XAkgaWYOksyxeFyt/GfzWwpIElWDrKcnVHxs6K770RFVjSwBIsnWRZfgNjzd6xcEWwpIElWDrJ8kExhf27lSuCJQ0swdJBlvNbMvajeN8bUYElDSzB0jmWJT0Ya7fM0lXBkgaWYOkcy8FiCvustauCJQ0swdIxlq+kMdbf4nXBkgaWYOkUy3WdGTtzi8UrgyUNLMHSIZblv2Cs2Wyr1wZLGliCpUMsHxYblvdZvjZY0sASLJ1h+Ukrxq6y9N6ICixpYAmWjrAsvYix1ousXx8saWAJlo6wvENMYf9t4/pgSQNLsHSC5bQ0xtLt/AKwpIElWDrA8qsujJ2+0c5vAEsaWIKlfZblvRlrMtPWrwBLGliCpW2W5XeLDct77P0OsKSBJVjaZbmrv1B5xW57vwQsaWAJljZZbrlOqDxtqc1RgCUNLMHSHsvVlwiVPVbYHQVY0sASLG2x/OQMofKnm22PAixpYAmWdljOaCdU9i+1PwqwpIElWNpgObGlUJlb7sAowJIGlmBpnWVBE8aaPu7IKMCSBpZgaZXlHvkdISdOcWYUYEkDS7C0yHJ7b6GyyxyHRgGWNLAES2ssv7xMqDzHxke5GgaWNLAES0ssF50rVF653rFRgCUNLMHSCst3OgmVN+90bhRgSQNLsLTAclIr+cZImYOjAEsaWIJl/CzVGyOPODoKsKSBJVjGy7L8j+KpssVzzo4CLGlgCZZxsizNECpPmuXwKMCSBpZgGR/LDVcLlWd97vQowJIGlmAZF8ul5wuVP1zn+CjAkgaWYBkPy/c7C5U37nB+FGBJA0uwjIPltDZC5a02vx8kYmBJA0uwNM9ybDPG0vJdGQVY0sASLM2yLM+Xb4yMd2cUYEkDS7A0ybK0n1DZ4Q2XRgGWNLAES3MsN/1EqDx1nlujAEsaWIKlKZarvi+/4G6la6MASxpYgqUZlvNPEyqvs3oEdhOBJQ0swdIEy1fbCpW/2eXiKMCSBpZgGZvlv5q79sZIXWBJA0uwjMlyZBpjzf7p7ijAkgaWYBmD5e7bxAS29SsujwIsaWAJlo2z3PZzobLrXLdHAZY0sATLRlmuuVSovHC566MASxpYgmVjLBd0Eyr/Z5P7owBLGliCZSMsZ3cUKtNLPBgFWNLAEiyjs3y+pdNfcBc1sKSBJVhGZam+4O4xb0YBljSwBMsoLPcMlUf+KfZoFGBJA0uwjMxyxy+Fyo6zvRoFWNLAEiwjslx/lVB59kLPRgGWNLAEy0gsF58nVF7xlXejAEsaWIJlBJbvyiP/3OTgkX9iBpY0sATL41m+6PiRf2IGljSwBMvjWI5uwljaSG9HAZY0sATLMJbBL7ib4PEowJIGlmDZkGXpLfLIP295PQqwpIElWDZgufHHQuWZn3k+CrCkgaVLfRO7I4ZxyMRqbldBR7Giuzzyz3rvR3HQMI56f6vHV12jewQy8X/sb3WP4Rv5j+LVKLximZitPF2o7F2hexgoxcOzJX22fE0d+WevjlHg2ZKGZ0uXMjGf9t225VPuf8Fd1LBtScO2JViGWAbfGPm3plGAJQ0swTLIsjRLqGwzTdcowJIGlmCpWG79mVB5ykfaRgGWNLAES8ly9cXyyD8r9I0CLGlgCZaC5Xz5xsi1mzWOAixpYAmWxoEZ7dw+8k/MwJIGlmBpjG8hVOaVax0FWNLAEizHpjHW9AnNowBLGlimOsuPb5JvjEzVPQywpIFlarN871dpnhz5J2ZgSQPLVGb5Vi8mu2iZ3mHIwJIGlqnLcvqPFcpuz3j6pT1RAksaWKYqy1evUCjPLNgT+yDtHgSWNLBMSZZlxZcplBcW7TZxkHYvAksaWKYgy7KJFwS3KYv27I19kHZvAksaWKYcy11F5ymUVxYHdyAASxpYksDSq0oLT1cor6o/FBdY0sCSBJbetL3glCDKGcfOA0saWJLA0ou2FnSWJtN6v0/PBUsaWJLA0v3W53eQKJv0/rDh+WBJA0sSWLrduvy2EmXz7M/DLwFLGliSwNLdlufKY3CxFtmLjr8MLGlgSQJLN1ua21KiPDF3VaRLwZIGliSwdK8F2c0kyta5ayJfDpY0sCSBpVvNy24qUbbN2xBtDbCkgSUJLN1pbrr8OCXrlN/It2eBJQ0sSWDpRrN6q30HOo/c0dhaYEkDSxJYOt+snwY/TllQ0vh6YEkDSxJYOlx58Q8VyrMKd8daFSxpYEkCS0crK75UoeyhPrkVI7CkgSUJLB1sV1F3hfL7E0199StY0sCSBJaOVVp0buiTWya/jxksaWBJAkuHKi08LezjlDEDSxpYksDSkbYVdFUor3snjiuBJQ0sSWDpQFtGnhT85NYHcV0NLGlgSQJL263Pb69Qpn8a5xXBkgaWJLC02dq8E4Ifp/wi7quCJQ0sSWBpq2V1H6dcbOHKYEkDSxJY2mhJbovgxylXW7o6WNLAkgSWlpsf/Dhlm9wvLf4CsKSBJQksLTb31+qTWx3/1sgnt2IEljSwJIGltYrUM2WXf2yz8TvAkgaWJLC01D+bCJRnPBLjk1sxAksaWJLA0kqPiAls2ydLbf0OsGwYWJLA0kIPiqfK9vHsZhc5sKSBJQks42+kUNnh/djrxQosaWBJAsu4yxcqT55v/fr1gSUNLElgGW8j5Cuwn1i+OgksaWBJAsv4Kv+dfAk2wpELLASWNLAkgWVclQ+VX2m3xNqVwwNLGliSwDKe9vxGqDx/paXrHh9Y0sCSBJZxtCdLqLzA2n7pEQJLGliSwNJ8pTcLlRd/ZeGakQNLGliSwNJ0pTcKlT9YH/8VowWWNLAkgaXZdlwvv9duS/x3PGpgSQNLEliabLs8sMiPt1q441EDSxpYksDSXJuvFCp77bRyx6MGljSwJIGlqTb1FCp/bu9zXMcFljSwJIGlmdZ9X6j8pd0PcoUHljSwJIGlidb2ECozYh4YL97AkgaWJLCM3Qp5yJ9Mx1WCZYPAkgSWMVt2tlA5qMzyHY8aWNLAkgSWsVp6plA52OSx8eIKLGlgSQLLGH12qlA53Mb9jh5Y0sCSBJaNt0AeIC/Pzv2OHljSwJIElo02t6NQeZ+t+x09sKSBJQksG+uDkxhLG2XvfkcPLGlgSQLLRprVVqgcbfN+Rw8saWBJAsvovdGasSZP2b3f0QNLGliSwDJqU1sx1vRftu939MCSBpYksIzWlJaMNfu3/fsdPbCkgSUJLKM0sTljLV5w4H5HDyxpYEkCy8hNaCZUTnbifkcPLGlgSQLLiI1twtgJrzpyv6MHljSwJCUUy8Dcv/62f/68gDw9g4ea5QLLJ4TKE1935n5HDyxpYElKJJa1Yzjv24/zIrlQ5CLLR9McOVBerMCSBpakRGI5lfdfVB34NJN/Jhb+zud/rap0nKU6UN57Tt3v6IElDSxJCcTyUBZfF9T5sPjv7Tz8NzrFUqo8eZ5j9zt6YEkDS1ICsZzD7w3yXLrKMCp5dsAdln+WB8pz4vCVMQNLGliSEojlU3zGsYUt/J4Vj919/3NbHWZZ/nvnDpQXK7CkgSUpgVg+wBdsKxpxT9FyubCAZ6gXfDKm1l086lbV40djJ55nayJfcmSYUHnWBhO/w4Fqoo3C02oMI6B7DLKAL0ZRG/VPw9s8G4VtlsP5s0GKT4nHbhrn/9rw3cYxnC8OXXxHT1Ve3L+XVDNYHpJrp51fgVACFz/LAZyPWPFt2YxM/pZhvDfmDbVtWchzQxc7wLJmkFB5YamN34BQQhc/y4H8DvVmyFu8f239mbs4PxA89d1B1Xf7Yie2LQ9EOHsXlwfKW2/iFzjTAeOgZ7cVvW/EtqXuMciqjuoegazKMCp0j0H0tXHIo1uyzXI4n65+VqXzkvozA/34qoarmdjMjfyST+mvhcpLHTxQXqzwkg8NL/mQEuoln/nBEzl8xbFzB/CNzrDc0UuovHyD83c8amBJA0tSArF8lr+ifopny72VecODc9cKnl7lCMvt1wqVVzt6oLxYgSUNLEkJxHILH6q2Ld/mOQFjJH9JnflSaB8DuyzVgfJ+ss2NOx41sKSBJSmBWBp/4X8rCRx5vx//yDC+4OlvHjUOT89ID5vDWmOpDpR3g7OHr4wZWNLAkpRILHcM4HxABufPyrdGJnGekcN55tvha5kYynEsN1wuVPZ2+kB5sQJLGliSEoml8fX4obfkFqxUpwPLHxiSmTe25LiVTAwlnKU6UF6fXS7d8aiBJQ0sSQnF0lQmhhLG8svvuXOgvFiBJQ0sSWC5d/k5Lh0oL1ZgSQNLElgukwfKu12DSrBsEFiSUp7l5/JAeXe5d7cbCSxpYElKdZafunigvFiBJQ0sSSnOUh0o7y+u3u/ogSUNLEmpzXKOUJn2kLv3O3pgSQNLUkqzfFseKK/A5fsdPbCkgSUplVm+2UaofNTt+x09sKSBJSmFWbp+oLxYgSUNLEmpy1IeKK/pM67f7UYCSxpYklKW5fPyQHmTXL/XjQWWNLAkpSrLiR4cKC9WYEkDS1KKsiwWKk+Y7vI9jhVY0sCSlJosn5UHypvh+l2OEVjSwJKUkiw3tWKs/WzX73GswJIGlqSUZFn9TksvDpQXK7CkgSUpNVkaMxa4fn9jB5Y0sCSlKMsYB2n3JrCkgSUJLPUFljSwJIGlvsCSBpYksNQXWNLAkgSW+gJLGliSwFJfYEkDSxJY6gssaWBJAkt9gSUNLElgqS+wpIElCSz1BZY0sCSBpb7AkgaWJLDUF1jSwJIElvoCSxpYksBSX2BJA0sSWOoLLGlgSQJLfYElDSxJYKkvsKSBJQks9QWWNLAkgaW+wJIGliSw1BdY0sCSBJb6AksaWJLAUl9gSQNLEljqCyxpYEkCS32BJQ0sSWCpL7CkgSUJLPUFljSwJCUfSxO9PW7cbo0376++GTfuNd1j8E8fjhu3VfcYdKaT5b09e67UePP+anvPnrm6x+CfRvXsOV/3GHQGlj4JLGlgqS+wJIElDSz1BZYksKSBpb7AkgSWNLDUF1iSwJIGlvoa2avXlxpv3l/t7NXrbt1j8E+P9+r1me4x6EwnS4RQxMASId8Flgj5LrBEyHeBJUK+CywR8l1giZDv8o7lSr4gdKr0yeGZtz2xNbgQmPvX3/bPnxdQCwcnDL0lp3CnZ2PSVpQHo7xoeObvH90UXEiRB2PvuLuzhvxjQYQ/gOgLSZ93LJ+o+0v8IJPzWznP+EIu1I7hvG8/zovkwt7BnGdznrnWs0HpKvKDsVQsDEzn6W/KhRR5MJZkiQcgg/NRNUbYfY6+kPx5xbJyGg/9Je64hb/wnXFgHO9fKZam8v6LqgOfZnK5U8co/oetgbIH+NBaj0alqSgPRsVAPvagUT2NZ2w2UuXBqBzMR31tHJ2TxV82wu5z9IXkzxuWH94jnhBDf4kP87HyR+BB/q5hHMri6+TSVP6wYexLz5DfVnB4CF/myag0FfXB+IznyqcM8Sf4Uso8GLP57VXy5xyeHWh4n6MvpEDesCweNGhQn9Bf4m1BiMYSPkL+a9yrFg4tXWUYr/D71cJEPsaTUWkq6oMxlY8KrsAfTZkH4998kvpZ1YeXNLzP0RdSIO+2LUcE/xIPc75PLZfy/obxFJ9xbI0C/rr6uYIn/WcpIj4YH/PB1eJ0YCR/IWUejEcGBT8pUtuXb2t4n6MvpECeswz0Dz1BLOO80niAL9hWNOKeouXynHtDTyElvJ9no9JUxAfjyAj+4Oaq0md4zt6UejBki3lWdcP7HH0hBfKcpfF3/pT8EXiA81JjOH82g8ueEpvyQ/kKtUaF/BtN7iI+GMa3BeqxGFFmpNSDISrJ4S+G3efoCymQ9yzXcD6hpHLDKPH3t9MYIP4IV3xbNiOTv2UYWXyDWqOG82T/osqID4axYCDPGj6AZ74WSKkHwzj6Zha//0jYfY6+kAJ5z9J4TT0/9nmd88PGQH6H+r/fW7x/rTGEr1IriP8lVng2LD1FfDA+S8/8UIBcfjt/xUilB2Ph73j6BPl6bIP7HH0hBdLA0tjyzH0jnvmyjGcZYhI7XZ1Vlc5LjHv4p2qhlPcNeDYsPUV8MH7H31BnreKZFanzYFQUcv639epkg/scfSEF0sEy2Gr+B8N4gIe+siVHbDw8LGeyhpzZJf3LbZEejEN1E7RAtnhuSJUHY+8QnrMoRK3BfY6+kAJ5z3LziuABF56VO9w9K+drhnq23GtMCb1vN5mP9mxUmor0YFRniBmDrLYf35wqD0blMP6/X9ctNLjP0RdSIO9ZTgk+sgcG8DViCseHqm3Lt3lOwNibnnlAnK4Zxpd6NipNRXww7g79P2oh73s0VR6MWfyvx3ana3Cfoy+kQN6zLMngr9YEtgzj/5BLf+F/Kwkceb8f/0gsPMTv+9aoHstzk377IeKD8QnPeL3KqPl4AJ9spMqD8Uc+52Co2rD7HH0h+dOwbTmb88zfcP5H9ZLajgGcD8jg/Fn5cJffxvsM78uzvvJsULqK/GC8kM7Tc/pw/rDcNTYlHoya4LvWql1h9zn6QvKn4yWfNf83qN/wadXBha/HD70ltyD0Nc4Hxg/JGFRY6tmYtBXlwdg4Zlhm7j9Cr4CkwoNRxhuwbHifoy8kffh2AoR8F1gi5LvAEiHfBZYI+S6wRMh3gSVCvgssEfJdYImQ7wJLhHwXWCLku8ASId8Flgj5LrBEyHeBJUK+CywR8l1giZDvAksUbOmz83QPAdUFlknXPMbGhU6OYEx+A2vV09d3bnlBv4/qvwdn5eDLT2513vVPHwoudmWTqgcydpvnQ0VRAsukq+YUdm3o1GnsR+LHV91ZsD7fqbNrfx9aZqcHD3ouWN7KwNJHgWXydRdL26NOzGWsyDB2dWHsmlEvjDiVsV7qyx8nMNbxzxNfevRycYZaryv7JWs9/JmV+oaMGgaWydfHjI1XJ+5gzfYaRl/GHpcc9/+KsUny7J+zk+RR4I2aG1kz9S29XRm7fKuesaKIgWXyJWaxv5A/qzqwdMPYmMaygufv78Iukhef3PLO4BkTGVNf8ChYfqplpChKYJmE3cWa7Rc/ZjI23TAKGVsSOv8vjO2l6z3FmDrqbVd2sddDRI0GlknYx8HZajZrL+aoWeyEQ5XBXmDs47p1anfM/GO7epY36xoqihhYJmFiFiucVZzA5OGtrmU0deCr/U/fcmHL4HKI5R1ax4vCA8tk7C7W4qAxmTF5lMKeDVhOEee82kGcaNNzwJiCepZ36R0vCgssk7GPpb8b2dnyBdgb2BkNL1zRlHUes05e9DJY+jSwTMbELDazvCm7X56+i7H9DS68k7HgEc+NZ8DSp4FlUjaMnfh46N2PmYw9Hjr31tOvCRjiWbRLaDkdLH0aWCZlYhbbml2lTh49l7Waq049z1iBoZ4+t8vFwBNiE3OxPAWWfgssk7KaroLcv4Kn5zVlrO+T05/+FWM/PCiW32Ks+4QFc4p+yDowdt2kI2Dpv8AyORvGWLPy0OlZ7UIvw/44eM4fQou9d18g/nsILP0XWCZnHzHG6xf2PnhFh1Y9MmaFPtgVmNX7rBanZ4nFkjt731kFlv4LLJOzmYxN0z0GZDmwTM7S1Y53KEEDy6RsS1PsT5fIgWXydeDAul6htz5QYgaWydd/5MusfXWPAtkILJMvyfK6g7pHgWwElslXxdvjPgzEXg35N7BEyHeBJUK+CywR8l1giZDvAkuEfBdYIuS7wBIh3wWWCPkusETId4ElQr4LLBHyXWCJkO/6f6rOUjlNom9dAAAAAElFTkSuQmCC" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Points & Line --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + * geom_point() + * geom_line() ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Colour --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + * geom_point(colour="blue") + * geom_line(colour="blue") ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Y-axis --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + geom_point(colour="blue") + geom_line(colour="blue") + * scale_y_continuous( * limits=c(0, 80)) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Axis labels --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + geom_point(colour="blue") + geom_line(colour="blue") + scale_y_continuous( limits=c(0, 80)) + * xlab("Year") + * ylab("Life Expectancy at Birth") ``` <br> ### Interpret this plot. ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: false class: inverse, center, middle # Exercises ### Download: http://example.com/real-link-here ### Double Click on "`ggplot2-exercises.Rproj`" ### Open file "`ggplot2-exercises.Rmd`" ### Complete "Exercise 1 - Portugal" --- ## Some comments (i) .left-code[ ### Piping data to `ggplot2` ```r library(magrittr) *gm[country=="Portugal"] %>% ggplot(aes(year, lifeexp)) + geom_point(colour="darkred") + geom_line(colour="darkgreen") + scale_y_continuous( limits=c(0, 80)) + xlab("Year") + ylab("Life Expectancy at Birth") ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true ## Some comments (ii) --- .left-code[ ### Order matters ```r gm[country=="Portugal"] %>% ggplot(aes(year, lifeexp)) + * geom_line(colour="darkgreen") + * geom_point(colour="darkred") + scale_y_continuous( limits=c(0, 80)) + xlab("Year") + ylab("Life Expectancy at Birth") ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: false class: inverse, center, middle # How does Portugal compare to other European countries? --- layout: true ## Life Expectancy - Points --- .left-code[ ### European Countries ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp)) + *geom_point(colour="grey75") + scale_y_continuous(limits=c(60,85)) ``` ] .right-plot[ <img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA5YAAALICAMAAAAzJp9/AAAC4lBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYoKCgpKSkqKiorKyssLCwvLy8wMDAxMTEyMjIzMzM0NDQ2NjY3Nzc5OTk6Ojo7Ozs9PT0+Pj4/Pz9AQEBBQUFDQ0NERERFRUVGRkZHR0dISEhJSUlMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////08c0OAAAACXBIWXMAACE3AAAhNwEzWJ96AAAgAElEQVR4nO29eZxk11Xn+TDutmloYFisGaBnehnoZuihRffQA5gZGuam0pUqqZGssrVhWxZyCwnb0HbLRpIXGQ2yEG7L2NgIuy0Jy3hjGmPFkntWVFaulZWVWZlRuWdE1F6l2ivf//OWWM4JVeSL+J2b8SIjzu/jjzIiK/L6vhfve5dzz+K4KpWqxeTE3QGVSlUtxVKlajkplipVy0mxVKlaToqlStVyUixVqpaTYqlStZwUS5Wq5aRYqlQtJ8VSpWo5KZYqVctJsVSpWk6KpUrVclIsVaqW045hWYjWZdc9VcfHdlqn3NNxd8HTSde9EncffF26GncPfF103TNx98HTCfdsk/6fFMtqKZZUiiWRYhmfFEsqxZJIsYxPiiWVYkmkWMYnxZJKsSRSLOOTYkmlWBIplvFJsaRSLIkUy/ikWFIplkSKZXxSLKkUSyLFMj4pllSKJZFiGZ8USyrFkkixjE+KJZViSaRYxifFkkqxJFIs45NiSaVYEimW8UmxpFIsiRTL+KRYUimWRIplfFIsqRRLIsUyPimWVIolkWIZnxRLKsWSSLGMT4ollWJJtKuwzD/3YM+7PnE0eP2KKerbiqVIiiWVYtmwRnuMubPLdH3Tf/OcYmlHiiWVYtmozt5pnjnjXn7JdC947/7Q9J4MdFGxFEmxpFIsG9Wguf+a//Nx82Xvv+801S0qlpAUSyrFslG9aB4Pfv6V+YTrXjS3bSmWNqRYUimWjSpl7vZ4crc+bL7kuovmkfFPvu9Dn88qlkIpllSKZaO68rD5yMKltc+YfV5b/aY7MPh0v1j65798MtBXL0bLWwtfruNjO63LLdGLS657Pe4++LrWGr1ojUfjknulSf9PYizd808GJD6c816/ZMyfzr02/5QxmeK/3ndzoIcab1elUoUCsOy/0+x98A7T8zVvV/l3T30j2Fs+be4v/qtiqVJJBVhiu3pe9VAce6f5auWX68acDl8dGgl05HS0rrjuuTo+ttM6556Puwuezrru1bj74OvKtbh74Ouy2yJfymtN+n8SY/k75hvBz0nTc7b8y61bzST/WB3bXDX5EKnJh0pNPg3qnDEbIYm3URLvMPOKpUSKJZVi2aAud5vV4MX1W83CxYceDKffs6brkmIpkWJJpVg2qvcV95QjZs9V98OBq4/rftk8WvWxOrqiWBIpllSKZaPqM91fv+ReS91hXnDdYdP1zavuhZe7u6rWsIplg1IsqRTLhvWlLtO17xZjnvBdY79oTPc+Y3q+U/2pOrqiWBIpllSKZeOaf+qBnvs/uj84sNwae+yenoeeWX3dh+roimJJpFhSKZY7pDq6olgSKZZUiqViqVgSKZZEimV8UiypFEsixTI+KZZUiiWRYhmfFEsqxZJIsYxPiiWVYkmkWMYnxZJKsSRSLOOTYkmlWBIplvFJsaRSLIkUy/ikWFIplkSKZXxSLKkUSyLFMj4pllSKJZFiGZ8USyrFkkixjE+KJZViSaRYxifFkkqxJFIs45NiSaVYEimW8UmxpFIsiRTL+KRYUimWRIplfFIsqRRLIsUyPimWVIolkWIZnxRLKsWSSLGMT4ollWJJZAHL/Npavo6PKZbVUiypFEsiMZbLo6lkMn1wOfKDimW1FEsqxZJIiuVMMplMJLz/zER9UrGslmJJpVgSCbGcTZY1G/FRxbJaiiWVYkkkw3ItVcEytb79ZxXLaimWVIolkQzL6STR9PafVSyrpVhSKZZEMiyHKZYj239WsayWYkmlWBLJsOyjWPZv/1nFslqKJZViSSTDcoBiObj9ZxXLaimWVIolkQzLUYrl6PafVSyrpVhSKZZEMiyP+jgmgv8lkwvbf1axrJZiSaVYEsmwzNLZcmn7zyqW1VIsqRTLso4d7Ev2HZivx6X1hhqnWI5v/1nFslqKJZViWVR+rHS0sQG2MEixHNr+s4pltRRLKsUyVL5isBncxJrQAxKJFEsqxTLUXP0L0Foa0tlSIMWSSrEMRQ8dU9gydoJiObn9ZxXLaimWVIploFWKVHIeamOZNrGy/WcVy2opllSKZaBFhuUhrJGxSgtR62DFslqKJZViGSjLsIyMYr6xMpUWDkR8VLGslmJJpVgGWq8QlUgmj0JtsBl3cfvPKpbVUiypFMtQNCornYOaOEixHNv+s4pltRRLKsUyFF3FgltLdSeQSLGkUiyLquQWyIDud63oTnAyWldc92wdH9tpnXHPxd2Fk34v3Ktx98HX5Wtx98DXJTf+L+VAMRXPYB5sgGcn2P6zzcJSpdrVmq9sC69LW/B0tKE/3TEsz0brquu+VsfHdlrnW6QX7rW4++DrSmv0wnUvxNsD6gswizWRo5nv8tt/tllY1rH21r0lke4tqeLfWzJLLOirPh7mbvaPWNSdoFEpllSKZaC1MKdAURGpBWqpt9xGIh3xUcWyWoollWIZiJ6PoF4+U7QJzRPboBRLKsUykA2f2P4WPCCpo9uKJZFiSRU7lmsMSyyCJEUXwqntP6tYVkuxpFIsQ1EXnRRm8mFkJ7f/rGJZLcWSSrEMRQ8dJ7AmFEuJFEsqxbKo/vISNB1RbauWGJW6iG1QiiWVYhnqKEEqIuFHLaUYl9t/VrGslmJJ1S5Y5peOzB4F3QB80fxYaSyXD8NSZ8sGpVhStQmW88HpRGoMzfHKLbFYGDSJIEkk+7b/rGJZLcWSqj2wLCedG1jDGsgyLLFzSxZBMrz9ZxXLaimWVG2B5WwFh0Ess8BR6nsXlVqghrTsrESKJVU7YLnRS3jAHOeoxSeZPAi1wcKgB7b/rGJZLcWSqh2wpBnRo+q91hBfxEY4tNZQurKzTCYjfNUVy2opllTtgCUrlZWEzLErrIk5qBvMEqtYNijFkqodsCRlmBOJJOQMkGdMZaFupGkTvdt/VrGslmJJ1Q5YsuIfScjmw2fLI1A3WOa7iLW0YlktxZKqHbBkSXQiMkHWEA/swvaWWhpIIsWSqh2wzFEbKDbTLTEsD0NtaGkgiRRLqnbAsmyKTXiTJZbkdZNhGVGpoJbIHjfq5FOxrJZiSdUWWM5UeOjH/GLXGZZgLh8yaUf43imWr5NiSdUOWG5QGyjmOHeMYYm5JBxqYB2sWFZLsaRqByxnKQ8R7jU1xKxGyQzUhubykUixpGoHLC24E0yzJjBrrroTSKRYUrUDlhbcCdgCNCr8o4ZYExpv2aAUS6p2wNKCOwFfxI5C3WBePjpbNijFkqodsGQr0AivtxrK0SYSmE+sxltKpFhStQOWLJ15yoLzHZYnllfs2v6zimW1FEuqdsDyIM2bnIDyE2QZlpjzHSvSHhGyqVhWS7GkagcsxxhTUDofHgaNZSegwdgaQdKoFEuqdsBypgEeasgGlpr5TiLFkqodsFylPGAp0W1EkLAmNE9sg1IsqdoBS7qKBVOi8/qWmMlHsZRIsaRqCyyzFRr2Yy3kKVGJY1AbiqVEiiVVO2CZp3kBsOiPpSSdLmehNrTYgUSKJVUrYJnPzh6aObIK/z3bGGLTpZ29ZUKxhKVYUrUAlivF+h/jWOblQmGSLkBTUBy0jdmSOd+pJbZBKZZU8WO5VH6ch8DSPvvZVAe5E+QYU0tQN1iKrYggFMWyWoolVexYbpKYfiybOau2BboTFA6QFvqwxCMk7DMRlWpWsayWYkkVO5bMzzwiMVUNcSyxExI646YxLNUnViLFkip2LNnSD7O10JkOxHKDNYGl2BqlTahPbINSLKnixpIdGCYPQG1Qk08SM/nwXD5YPiCSNCShSUMalWJJFTeWPBNkBmqDpRaIiD+uoQWKVHIcakPDoCVSLKnixpLHXWA+4mOEKDCXj41CeprLRyLFkip2LNmODHNGZWkBsL3lAis7i2HZ5NJA+ece7HnXJ46Gb8587t637Xt6RbEUSrEsipYZGMBMoMwSm4BmS57LB8OyuaWBRnuMubPLdH0zoO9uY24zpmdGsZRJsSypYrBJYQXsfB5Kkx2a+W6BIgVi2dTSQGfvNM+ccS+/ZLoXvHePm3dnt3KPmXuvK5YiKZYl5UtcpsEaA3yawrDksyW2xW1qaaBBc/81NwDyy657vKt7w3t94R5zULEUSbGs6FjG25b1TWB+AAUr7gQ2TD50uoyYLOVYvmgeD37+lfmE637VfCh48wXzlGIpkmJJdeHSZTvpm5Og852NvWUhV06ydTBqkyzGMmXu9nhytz5svuS6T5qvB78cN/crliIpllQXr12XJqQs7S4xdwIyWyZgLAuFI4FLwUB0nlkxllceNh9ZuLT2GbPPa+tR0x/8ctXcWvzn184Eeu14tDwsT9fxsZ3WafdM3F3wdMq7s3H3wdelq3H34PjxlbG+ZHJwOof+PXcngJrgJp8xtCfHj68uLKzW8TExlu75J42vh3Pe63vNePC7s8ZcDP/1vpsDPdR4uyqVr60SEn0nwBZYxa7kVaQJ7mx0COwILADL/jvN3gfvMD1f23LdvWYu+N01YzbCf1UsVTJVJqr0aawFGoSSSF5EmuCuua87/ttpAZbYrp5XPSDH3mm+6rr3mMngl95seTb858ffHuhTV6PltXKtjo/ttK61SC/crbj74Gsr7l6cIjgMXYGa4LPlJaSJNbq1TE5B3WhEYix/x3wj+Dlpes66j5iB4M2a2bPFP1bHflhNPkRq8imKlQiIiFKsIXa6MQI1wfeWmKt6I5Jiea60XN26zZspnzDfCt5MqyVWKMWyqLSchzxtAyuwvsSwjKiwbkFSLC93m9XgxfVbzYL7leIh5gvmY4qlSIplKFbBDqz3ysptYYcbORb+geXyaURSLN33+XtKTyNmz1W30NXjb8uvPWBGFUuRFMtQHMsBqA1+QIK5u9O1NOgx34jEWPaZ7q9fcq+l7jAveO/+yHzgvHv5GXN/1dZSsWxQimUobgLtg9rgSUOwFFtrZLpEfXMbkBhL90tdpmvfLcY84bvG5t9hbnlwj9k7W/2pOrqiWBIplqFyFrDsZ21grrUblXDs1M6vYW3EW84/9UDP/R/dH86Ppz97T/ddT6+97kN1dEWxJFIsQ/HZElvEMqsRmD2PRmVF5Hi1IQtY1qU6uqJYEimWoSruNf6BIWbyoVgmklBdH2bMTS5D3WhEimW1FEuquLHkUx1mRmXpgLC9JS92cATqRiNSLKulWFLFjiWz12C5fCzsLbk7QVS0pFyKZbUUS6rYscwSHPqw4kAcSzTeksyWcGBX3VIsq6VYUsWOZWFEvHgcLu9NfUGlgXab851iuTNSLItaJweGEanIa4m51WJ5Ym1kVW9EimW1FEuq2LEcoTxgruqHKw1EVhmooU3mfAdm4GtAimW1FEuq2LFkPGDhH+u0CdBckyFNgIX0GpFiWS3FkipuLLmXT0Qu8hraoGhjRb8Ky6SNnT8fUSxfJ8WSSozlVJ/3QPdj4VSe1hiWWF2fOdpERDrzmjpSbkFg8NmYHkqlBqejjcGKZbUUSyohlqulWs79mId4Id9IQZ0asmDy8bQQnrOkBcGWC0XfiN5IZ3fFslqKJZUMy42Kj04vdubIc1thruoWsqr7yi9MHZqeA4cXXwuVs8+owrWKZbUUSyoZlrRWFlYylpt8LDjfJQRcnXDP4n9Mg1CSfRFztmJZLcWSSoQlK22ewqbL/bQNzNhCcEgkJKkFZFjO0CuJ2GwrltVSLKlEWLK0ACBTtMxAGtsXDrBurEJtBJJhycps7t/+s4pltRRLKhGW3NaCnRjmyYkheDLBapCksDYCybBka+mIXbJiWS3FkkqE5Rh9EJNTWCMbZT8f8MiRV7DDPBJCybBku+SI0UGxrJZiSSXCku2mIq2PNbRWnmUyaD98sEtGUNgQW7CKZcRRj2JZLcWSSoQlOd1IwKvHvkojWLnXQiFXCe0SeejoIjY+KZZUsgOSUYLlBNbEFH2YUXNNrmjP7QVn7KIsmnwi1tKKZbUUSyoZliQqC8zPyucYPP74yGAq1TuGevgUJcOS2aX1gKRBKZZUMiwnyYMIBinSZxkNuCxslGZLLDKsJKE7Qbqyw+1Vd4IGpVhWtDY7O3sYy+Doa5Pmx+qFpkvuqo5FkBQ2KyeX0YWYt5EMS3oEGzU8KJbVUixLyo2Ha9BR1F+Np9qA3Gt4YBfmqk4PLtMCbwIploX54po+FZkqTLGslmJZ1OZQ+BAlkv3gqQI/IIEWkDayqq+U144J3JrrS4plYX3Sm7cHJqPTCSmW1VIsiyJzzBBmr5lkTEERURzLCJe1GrJRGiiQGEtP+br+/xXLaimWoVhJR2xLxrGchdpgDq2YoxBzvgNLAwWygWV9UiyrpViGolU3QAebI4wHzArKzi2x6A92YChx81Es45NiGYqlnMNMoItJOVM+2sWtYSKFzXSWwqAVyzilWIZiDzPmOcfKMIOrRxZvia2DWRNY+uZQYixzh/f392dmoyNPFctqKZahaApGsILdPOMByq7KC+lhXj5sOZ6M0eSTLfr39kVWDVMsq6VYhpqhZTewbG/8gAQyG/FcPpiXDzs+xQO7ckcnp6eOCCxG2bIrYjqKS8WyWm2D5fLM5KGjWKYOXxvURUdeqxU8IOGzJeZOkKPWXLjCeinzHZxbM0diYaKKHCmW1WoTLFdCk00fth3zRdKrggHI04wpKKbKRp5YMk0lR7EWCoXZchOoQ8JheiURX4tiWa32wDJbnuvAgKoCeY4mwf0Yy5uMzVO5BG0C8/LxZroSlwfQ1cNSsYVENFK1xCxPme0/q1hWqy2wXC/HQyXQp8jT0gEP7tQIXAkny7DETKA0pj8BbwzXxvxhamgOtvdQAxjmdM/LbEbskhXLarUFluP0KcL3l4XcyTOCGMVZ+iAmI82PN5SFil2BcqsrgithqTXB9CcDpdlWsQTUDljmey09zLJ4y3H2MGMb1D7aBFak3YJ4fUvM6kMMT4moUiiKZbXaActVCzx42jw03JsemoL9YtjRJ2gqYU2ge8tCfnakNz0wAYeOZlk3sIhuzeUjUTtgyVIwwkaf0ul3Co0dPsC6AZ198tUjmqZrtThTpdA6znycw+6HJqSUqB2wXE9SAyZ40nYsLXwObRyQsDiWZBLrx1plJQyuHPLMXoMar8pfSmQeQMWyWu2AJQ+HwnzE6ZOYxtaxFpzvGppjaomajcASJNRhCTz7TDZwJYpltdoCS2oDBWOY2aEjFujIln5g+Ad7mDHXXGavAZkig1QKdHbX9M0StQWW+XCC8FdNKXB+YMHDWA1lG4FdLJAFm3DZWjqFDVJZ0gS4KaDOjIplo2oLLCuVO9JoxmK2m8JWjzbCoDfIJINNllUVirD1OF0HgwfBavKRqD2wLOQP+/vL9BgcXsgODDFbC8cSdBKvTLmgR2xVhSJoLb1u4UpaEcuL0brmupfr+NhO63JL9OKS616XtnEqd/w1/K/5bAk1waOyToAdOVUcIEbBv7/ILE+9F5AmeKavBagbbJzr3/6zzcLyWrS2vCexjo/ttK63RC+8MWor3g4M0acoDTVxhaI9jHfl0vTI6CL+52dpQsoZqAluecL6wosdbP/ZZmFZxySvi1ii+MOgmS8AuKurGIQTIsc5b/Y4I/hzYr0CzajcnQC7lBxZxaa02EGDUixDMT9zrJJzIV8BAstvECg3O75/dFJQbGtjUEhUlQEM9EacqP9+KpbVUixDURMoGP1Rycye2o+HsSwWnUlH8ORYm8Wpvw/OTUCPi8ClA033oKWBGlXbYJlbnF8QpHmzMltWVsJwkYFKJh605kLQSqa/b3AKD+1iblNYP7SQnkRtguXmRDDbDYPOBHb2lpU8GfDecp3MMVitA0/56XDqH0FDSHhqTexSWOSolp1tUC2B5dLUwczEYUHc7mp/kYYUmpygvJsKzJhQEzSpFEo2K5gArqUrk3YvOEplGZZYHIpmJ5CoBbDcLPql9MLVGDfJMwDaSlh4IOblky1T7QubqdjqEVxLE++7Pswz10YYNMMyYpBSLKsVP5a5StEMKIljgc8xoK9YmiW3gpqw4OVTTkgZ9CYDdYOug8HIrg35lfBdQYTHvGJZrfixpOlVwUVXWv4UsQfRBpYW6lsegLrBjFfgWtqCTyxzNorYniqW1Yody3V6MoE9iPz0G4tlsoCljQgS5rKG5Vmw4BPLVrHgEiZPgmGigu0Uy2rFjiUb3NPQyMyrow9B3bCCJV0IY4c1jClsm0zPHBNoaaBKHPRBNKvlanmI6Y0qFa9YVit2LHmx1qgv8IbiWA5D3bCAJS92gBlK6NIvha0eWTfAeMtCvpQvbACvQjJfXAelIk9YFMtqtRiWkP2SlwjA6lxZyNbBjBwJbAXKorGxA0MrpYEqs/Yw6rCkpYEEih1LVqsC3Aoxkw+29OMRJFATPCEl5hWbljdhozTQUbIeB49ptDSQRLFjuUJ3ZODgzg4dMSxZqg3MasQXsdAhPA/ZzEDdCKephOBC+CAFZiXS0kASxY4lW7dhSPFgeuyojvmbYXPMQVoiE5tkeCE9FKqj0tJAfFeApT/R0kASxY/lesUfBAyH4tlVsU1d6XQjUcfgXkO8OjrmrM5SbMH54VeFpYGy7EosePmo812Dih/LwlppyYRWsOODO/YwswIimJO4DSxZ3AVcrMCbdldXJIWcLWCppYEkagEsC/kjmb7UwPgy/PfsEB5bCI/QBShW/INZUUFLySa5FDg4TCy+K8AMwmR7mog6tFIsq9UKWIoDu6bIQ9SPTbnMEosdkNBU5HBigKWyLRY+mZCL+wBi6WqHaRMa2NWg2gJLmloAjOyyEG/JvRrQDAcrxed5PD4qqzbr2B1lsTBaSK9BtQWW1IFPnB4riS5A/cGhvBIGayj7yh6ZOXxEkGjB0/xIX28/DjYfYDAbGk9Iuf1nFctqtQWW/rllOQsj5iPOmAJnurLZKCGwohbEme/KJbtSYJ2CqiJHmNsU2xVE+CkrltVqByxtON+x0kAgUyQae0iwBF1byh5bEvz9Rro8wGA1jvhsmcCOrZhzRcTyQ7GsVjtgeZRhiUWQjMqb8IAqHTsO4+mxNsJcDb0z8CqYnBimsHmf7y2xyC5WCzjCyK5YVqv9sMQiSCz4xHrKz/hgDs3iG8u1MlSjYCOLNLwMG2C4DyDm88SWHxHpYBTLarUDlvyYDXNZC+yfpQe6F+9LYXNNYkKlwcPgCpR7zEOdsZE0hHUjIrxdsaxWO2DJ4y6wdRuLP8YmXBuiBmGwUgHzesM8hTTFVtxqCyzZGRn2MC/IH0QbGpZ3g/KQiNrV3VhZhqUmpGy+2gHLTRbDjJ1+s3xAmF+LBeXZlQiW42VBi1gbpYE0fbNELYHl0uTB/eMzsG81TwKO+QIwH/HYvFFtxFsyH0Bwl6zFDmJWC2C5WTycSB8BG+BYYk4pzEIBegpZEJstsRNYttMGXRHpFhcco/zSQGUTmpYGalDxY5mrnE2Aezo+x2BP4iCNYcZc1W2IueaCwxRJjBnhi1pTpMhRP1qDgrgKRQVSK5bVih9LGukIpm9mwcOYyYdthbDALhuilqc+FIhyHukB+KwmV7offbhjxFwp811kEQvFslqxYxl4zpUmKrBIFcMSCx4uJ+Dzu4JlkQ60sTifFQQg01hqtCRLMNUFdxQtDVRJJgmfnvpan+j3ZtvJ6HFSsayWHMvs1OjBaTiEuSrzHTS880WsBV8xuML6SrD4Sx2Ep5hK2roEuEm2URqosJKycDN85etyVVIsqyXFcrW42hlFV1xs9YhNdcveMyxNoMgKiKCW2MWStaUPnaZKZtTgcqBc1jZKA7Etbv/OB34qltUSYrnSW3qM0PTbLJkkNjQTS2wCzdPF1sHgscJKBQh0S8a6gZ3jWygNxCrWN+EUV7GslgzLPPHlyGBNMMc5zBbLfWKxjSEfHaAmWI4t7HDDRkJKC6WBbESQNCLFsloyLNnIjOW24jxApxv8KcJSQLP5AcOShX2moEW9DXcCC6WBsqwbcER37nCmvz8zG70IViyrJcOSbQyx1SOLqML2ljYqdrEcFxiWPKYfW/qxtQO2xbVQGoj7Z6BeHtniPe2LDB5QLKslw5JNddg0xddc0BzDAx6wbmSoOwF2Cs8z32HHG8ydILbSQHn2vYJphbQ0kEAyLNnSD5umeOUOaLashAf6ZGG7OnpAksCQ4leC7cgWyZVEFdSpIRulgahDawZrgpYGijLmKpbVkmHJXJoxW4vlQnrocR9bgWK7KVZdCF36kcUDiJSN0kDEIbIXnCy1NJBEMizZBIE9iBYK6S2zmjxoYclEpQ1s3mdpMlCo8geLf59GnXwslAYqFNYHpY5CWhpIIhmWq2QVGxUmUEMWCunxAxLstK8UpRh0Bsvlww3CcKLXo35X0qOCAiTi0kDedr28u0QNPmwhpWHQDUroTkDMHOiaq2LlSKBtsEh4C7n5MSzpIa4o78i5c+dlj8bqQR/LwXkYy7XKxjAFehM0tTTQXaasl133ldLrb3cqlmXjQAp2nZQX0mMWikHsWczQfHERT1Et0Qx8EtcYafpm+SJ2XH5DyWyZ2PFiBwTLV1z3OcWysDzqjcy944Lk/OJCeoVcxWcNHdxZGDQaplgxXwmyAa1NDKf79h/GPVEXKyYfMBQmxyzs2O6SnbFERMqJsTx9MtSx2+8+67p/aHrDtxc7F8vc4eG+/v2CbUxQSK83OTAGRyF5j3JpbIYnbQuLWE+z4cPYJ4i6mC0i0Y8G5bC1NFbJ2UZpIEZ2RFy5GMuitj7WNeX9eKepbrHjsCwFTfRh4Q5FCTPfFQqbU0E/MnCAWbqBp2i7fsxNjE7MC2IuKobpNGj0seBOsEibAI+L4sDyVfOC99+L5ratDseysp1KSUyHYiy9LerMxBRavK5gxSfWhmigI7ips+B8x2dLzBbLbmjE8sMSliduf88178eieWT8k+/70OezHYsljQDqg9ex+fkDA+mhcQnXG+NBT4ZgSwt7EDSNCH8AACAASURBVOPDktWKx+zS5MAwkcDS1uXZ2gH7XliIWnMqdj1nBv0f/aY7MPh0v1j6h79+NtA3LkTL4/pSHR/baV0S9YK56CyAjZwqObwfeQ3tx4kBaSd4IAvaD7GYx/whqAkeV34GaoOatvdDLVxg3oyr23/WDpYrtzwaLF5fMuZP516bf8qYTPFf7rs50ENYu7tP3FUda+NyZVydA7txlYSh5LEmmKt6H9gPsa4xpCagNngNkktQG5crZqPUGagF1yXDw/7G/hLE8mNmKvj5d099I8DzaXN/8V92HZaXC2sF7JsLxJ6ANNbGFGniONYEtXIMXYeaWKXnlrNYN+S6zm7oJNTGFGvjMtTGa2QVW8OqGakx+EIwLI+Z/8R/sW7M6fBV+muBBs5F66rrXqjjYzuqomP0wRzaAHsCUlgfqPNdBmriLPPyWYXaOEeOv9NnsCZCnZb8MduRzUBNsKxEvWehNugWdwBrYpV+r2vbf9YKlp+t9h7YutVUjQd1bIlbwOSTLa1B06jjHMcSaoK7qkN+tbwaNBhMv1a2XqXwA9T83Egqmc7gXm9ss44ZlpmTMeY3tWmpBFqizm7YwPLi7d1nq351h5nfhViuVXaG6OkGs4JjiaksBHaV7PnhU4DmcSxlGxZkRl0vOSVk0FSxdKrD8o6wrCFgLT4buXyabYn9rvl4kc+HHgzXrmdNV9X+rI5ux4/lQXLfwLzJbPWYgZqYrACVBHMw8tkSxHKxMsSgQROblUdxBJwvmb0G7MdGZT0OehvZcCdgNuUmRJB82Px9+dWXg59fNo9WfaaObseOJT1zBFMx8chfLEBwlvYiZaF4MYYlDaZPg9kk6cSPhZdZKQ1U2CjC3YfuTVgua9D5juVoioinsYDlpT1mrfhy2HR986p74eXurqo17K7AMsvuPTaubpBNCFjwYo0+iZivmI2KXSyHH5YBmu3IeqHpkme+A5cwnrLjI0MHZtGM2lV5MTEXDeZsFHFDLWB5wLy97HH3RWO69xnT853qD9XR7dix5InasCGRukWDDxGLVsDmB44lli+O5bbCIkh4Aj7IbpS3MluKxW8oNmLTCPlUxN7EApafMx8rv94ae+yenoeeWX3dh+roduxYLlq49yxPBmbAZA8zNsfwvSU2PLA1F2ZTZhMuGLthoUh7oLWF+WN4UE+WXQm4Hp+qWAyidqcWsKxLdfQ6diw3LewtmYUCW/oxL1Ab2Yax/P7MZQ2zKbMDQxBLijZoRvWUDQaZ9DQaycIzfIKjQ368+GglJ6IGiNbBcnlxbmERXvxbEU2/Da5AmbkN2xiy+QHbx/CjT4ypcfmV8IcZC3TLF2dtf6KBD2rKmVwGQdsVt6GhhqPC0cAyPRT9962C5Wro5p+ekUQPS2Xh3JIdO2P54nhWdegR4CnnMCzZkh7caNNBCrsZJKA7OYo+G+R2DIPzJV079AqiR9ez2XpGhhbBcqlXfO9tqJL3GltxWTm3pHM2OMfwXTKYiIc8iWgR5RIPCXR88ZQvuZKm0O9kk8YPYAMMm/h3vjJQ/VgWXnz/O+783b9Y2hEsN/oqXx9cd0WufIWI/eDoQD0SwD3IJEvyaqFkBpi/hqyEUT8hshKGF6CVs88UVmqJW9jRSbuS0bAZE0edWK7f9Q+cQG/Yg4G5fS/oIXwKr00vFTUvgNv6gzTuAhtWufMddDf4VgibIDbIHBNlz6+p/KFw/ZEGJynu9tZvITsBVl7b01x4P1LTzVjO1Yfl6I/5SL7pDf5/fyRz489IsGRLP/gbLKzOjB+cwhMfslRM2MkEd3zEMuvzpwjLxcPMqBhTzGwET5eF9ZnRzOgs6hFbtfzADq3IrgDNTuBr48jY+NiMIKFhA6oLy1M3OU7391avX57983/mODedso0lH9zR3Ki54oppGB3auYcVhreF0kDTdMIFz2kWS+vgBHwGz456sDMWG2I2NOzR4CdOAmP/Cfcs/scNqS4sP+K88XvFl1dud5yP2MZynZa7QKu3bJYtmGkwDuko+/qwSbu3yEIg7FiBdSMNLpkqj2I/OFNZcCewIBtlZ5ldGt1belqemJqCz0ZC5RdnZ7N1fKV1Yfmvnf+3/Pq1n3P+d9tY5ti9xw7hy6sdv+AaNiJyLLFoBQtlZ7MMS6gJiiW4GudXEpFteOdko0g73SXjZtRjoVkyhe+xCrlDwdzfG30KWBeWP+SsVN78nvOPbWPJHwFsQFqm5kvMO8rGInZGfiXU5INuhegJCegYwZZ+uI+4VGyzDlrpiSlvCDXYVNqAHXNz5RR8mSi7U11Y/uAPkeyvn3d+0DqW1IQNnpFNh09x8eZDTXBPUiwEnYZDYWtYPkaB3aDGK9BlLUt7gQZcykVTzoGZIMlIN4BabI4RowE64R6sPKFR0QN1YfmvncXKm99zfsE6lvmKfQEtmcECHrDTPh7wAFZTXCp/f32gzc+Clw/fkYE2NGLzGRT4tQi1ScY5LBSmQEoDRU5TtUQnbSwGlnokJKKiGOrC8pPOB8uvT/8z579Yx7KwWUp/CLtysKKe2OHUPLlt+DnNcvEbHEEHZp4/EZoguJcPOGtXYvp7BXUbjo72pfpHQUcAX+R2oIVMsinvGxWVBiJnBQl0xCaJ7+zk8nntF5w/uRq+PPGbzj9B8mRG9Tk/6e+GU4NwMie2B8GSgHPPanR8KOSPjo/sn8CPT9n2FEtfwyNHUeNjaY4RWDlKaQGSo+g0lSUX0oc1kpOXBuJOxpjliT2hVgrpLf+S888/+c2JzEu//4+dH/r/sqFsYpkvGRjgEtgsdAPDkmW0T+En4EKxLS5ma+HOdxmsH8cqtwOdpnKVaJgMaGthmxNsmrJQGuhQgnpEYm1Yz+Xz4z/+w87rZRPL8fJFo2WZeG5+jKmiD2DQFdSpQa48vRTwtIgdwmNQUZ8nNJcPdaoEDSXsSrDNpYXSQDxyFLPFMpuBjcx3N2DSLpZZMhSBJmw+W4KrncqdA48+Q63VF71TQyz5IXhgSPcxoEcCW7dhJxN++pPyF4sVSrLhTkBDcsDwdn6yjo0w1nP5vHBDWcSSWTmwXRk7VgCdUgiWA3g2prnAVDIMWzm4rxjGN51xQccUFl+GbU+55QnL5cOawDZ1zNaCLaT4lWAewuxYPMLVuS4sLWjbTvA8SlgIEMsbA9YUp2sucPVIgsPQUCZ+bgnSXXE0R2Ml2ZoLczY6wkLUMGML6wbmJsIeDcy7l52eWnDQiHq66sKyqpQsUjln206s0W8PXLkflt+3HN3UoRm8yb0HY8MG6JWADzMt1goODyx3iY1cPtisTe3SYHzZOh31seU4s46jNrRcecSODNmsC8uuTfpu+OdtY2kjgoQFAGGLWJ7RHnuKjpERBowc5Uc92GxJV6CgTZkt/SKyDddQll0JxhQ93UDDy8gqqA+7GWQBmsDXQfkjwcX0R/tM1YWl8xN/XX594dE3ICvd7bvLzKjYhpq7E0BTHR/csQUTe5ix6ZIvYqEdGUs1a+NYAbsSPs6BVrCV8sOBZowo5MunLPD5GzMI4zGX+eWjR+uJoK0Lyzc7zp0nw5e9P+vsgKs6NVKBLpzMQoFZwVmhAnBotpDLh4dBQ+dFwblledrGBvc82dWBdmnu1YDawEqr6RSeJTYfhm4kR2B3JVYNGu5H3aoLy7lfcZyf+u/ei3MPfZ/jmJUbfkiCJTXGg4FIbPWPnffyNI6YzcdC5jt2MoENMMsWrqRwpDLlgqs2bigBnYxHxC34Whjp7xucEpx6VbbaoK9RQ6oLS/f6Z37Icd517nv/1HHe8uLWjT8jwZKt27BRlVXuwLzFylbwYJ7BgibYchwbVisVihJwhCHjAdsVWCgNNGGhG3TGBX3ESWkg2KOycojXFLf9+rB03aXfcpyfdBzn7hMIlHUfkPhAgIM7KcU9hN25dfYUYd5G7AQWnGTIYhpNVzssv5JZerqBfSc2Zku2KwBv6OaAsBOBjmV6071DqB9iY6oXS3frvR6U3/d1DMpmJA3Jl22x/aiLDZ20waNPluEAZIpEsqDHNNQuDXr5WCgNZGNvmZR3g9od0oJgmFbL5ePpzAOBw93PvK4Ulw0suYcVGlWXPxyuIMfhHQSd6sCwizzJeAsGVOXlFbv4HINFUlvI5bNSvhW+oKMJvhzHjk8rRdoTMl/nlsPyb/+J4/z8yJ97O8y3H7ePpa2ElPnFw4fm8MgPG2Vn6ZkAuCNjlieMB55nATvqsVAaiKGdgVrgzqiYhzBbS6M5y3y1GJbH73KcN3zgousu/qq3w4RsPtv3gqavQaMV5MqyR0CckxTlgWcngBbC3BKLHfVYKA1EikfAu2R2Aot5NfDqEYKAvRbD8i2O869GglfX/+TNjtNtHctSRU7B0s+CbJSdZQck2FPEQ9Qg++UqawLzN7NQGqiwkirbDNDRlk3amHWcl0ATjPothqXzhvdfLL0+/G8bDOmqB8vWKHZgo+wsawJb+vEQNQhL7jYFhpBYKA1EXa/AXTJdj4M1jrg3Y/tg+S+HyZurT/wD61ha2lsKtckWTNjekj0BWNwFH9yxYgf0xBCt+7ZW/lbSWCeCEITydIkalSu3IwWebnC/TEG1ghbD8iJ/O2YbSyuJ2iyIbkLAtTQjG7NQzLNiB1g3NsiUCyeTXC8+z0PooQLfFWBxtNSGNmChNBDmNhWqxbAMlE998yuvi/Gyg6WVc8tCWBpoGjsOCP++sjNMgROEBZ9YllIIPS06Vl7GooGjvuZGBgaG8UrALNAR3BVYKA1kIZdPqJbD8vpf/HyYJ+SXP3bWPpZWih0UcsXojWE0yW+hkA2JSCRTaK0JZowHXb0WKlMuXni4ZNweFBwYFVcP+9F1H88Xh7kTsF0ytpDK0QhWgftdy2H52q+V0vf8tPNL1X8jx9JGsQMLpYE8rYQeBfvBuZKffWLZawpklumDN0IVI9og6l2xMVDaGPaCAx0zCGN7Sxu5fOg5Db4UK7QclltdjnPTB/7Sx/JOx/ll++eW1GUNtfqR1Y4kP9ZadnVRYBWgJ4ZwTsvyLDOImg1pylt0r56pbCwG8fJC5UYwIGzk8rGRVT1Qi2H5quP81gn3YnAy8nnH+VvrWBbjVP2vEC12wFKjYuf4oU65pwV/PWDhKSKDO+h0z42PGNtZ2gRoHV+qbJNRZ1QbpYEq7ir48sNXi2G5x/mpE24RS/c/OHusY1nIldxR4WIHLIZZUMRQiCXpRAL0nMtTtLHQX37Ug5lix8uXkcQjf+dLm/U0mmXeRmmgStqJBDrvB2oxLH/WedQtY/mc87/Zx7KQn/O3humDsIO/hdJAoaxhiTq0smkKS9TGs6pjNrQhcuYIl9ksLIVmgwxshrNQGshOfctCy2H5JucvK1i+5PzADmDp6fyZ8yfxC+EFdQRbCItYYoeOPHcJtAK1gSX3AYSa8LWQ6U32juIVWchCeBj8Vm1Vg241LH/cebKC5dPOj+0Mlpdd9xR+ISy3FTy4F1oASx7TD9mEbSxiKZYJFEt5aSBvjCn6+YyhTfD0zQJzYIth+SvOv79exrLb+Xc7gmX+5PFTgrUnq6EMOk/6WppbmFvC+8GeAGwRy2dLzEaxX95EmmYnQNPUy0sD+crOHjo8h8cv81SC7eMT+6zj/HEJy1cd5492AMv8TLCHyMBHjiwOCQwP9KAMDz8H4UVXxfSYQDeGLMEBGB6YJU2AOzIbi1gLpYECXXTdM/hfc1f19pktL/4Lx7ntwDkPy+NPvcn5ETCdz3a6UnJHTa2CLfCVyjWskcriD+0Gi2HGGmE+T72gt2OF7ZGrWAvMjTAFNXGNuhEOoH6bYvHZ8mL0H7Scanj5zPjZtf6R4/yM9+P7obwh57bVWWKwWd7+o7XE7/0ZqI1N4hO7jnXjJOlE31moCZ4X8zjWj3NzxRHmwEmwAbYO7oWa4GGfm2BHPF3xpgb8r3lIDno/PJ2X9KIh1Yelu9ZdKp/3v/YhVEYsYmk+835sZ89WKuBWyEIun8AvOtyTod7uFkw+vlanhvoGR1HfXr5ZB73eeJp6gTfqxrE1KylefbXP3tLX3B/v/T9v/vX3fgNcHm7fi2H518fvPYQ2T0iJmhgWgik3kexDgbJwQGJDrFIBFrphozRQoZA76E/8iV44Drddk4ZY0LadsBFBYsGdwEZ2Ag/ucM5NjaP2fNYNgU1ZKvI0g6WAszbGubIzQCKDNdC2KbZ2Gst1VkgP8ySdovceyydqozQQiekfAtddtEYV7AVqQaWQnASceJcmZgfN0iyHClixq30TUro7GgZtIzvBEkXbRhFDbNKmBXXQeAcStouG01hRbiI0Gx2E130V61UCXX2wLS44PLRt+uadDYMmcRcJOB89ufe92DzFo3ax2ZLNuOgh7JFUcYzplzxEFrQ+Ozt7WNAH4o2KBp+yhGNgmq4NK8UOWg/LnQ6Dpqv/NLj22xgszZcpMG+Ijb0lO1aA83UcC457UhMC86MlXboq+evJiqdQAiyDx74TdKddLg2EG6Z9tRiWOx4GTbdTsDfIZnG+HEJNoOvU3QwMImKDuyBvzEZ+IxfnAjbU+pHZI7P4bLlJ3Qmw6ZLnh8dylvnKjo8MHpgVDnMthuWOh0EXVsuPs2RLvrC/v29wGn+a6VMEZkhjPuKCaIWTrnsF/2s7Ku0tR9G9JcttBda1toSlFbUYljsfBl1YD3N+9MHZE72xuZg2ZBCN7VuVP0U8qzpqfPSuZXFhbgFPSWRFleRIA6CphdvQsPNodkMzWD98rS3MCyIQQrUYlk0Ig/bAXM4uLwtunDzF1hF2ToNZcy3kifU0G5pKhmEXHxuSn1syKyq4O2Hn0XAEwWLgbdIrWEn5ajEsmxMGLYu3tJBiiz9FmNWPkY0GspTd7tNYEsdAm7MHhvdP4WAv0SvB7F/8hmJeOsznCd3mlqftIZHTVIth2Yww6PXpzMDwwaPwdLksP7fkxYuxTS6bLcFobOKr3gs/RnPFs4mD6AQxQQ1gGagJ5uIBYsnql4EuHuTka7iNcvk0IQz6SPF5HkafQzaqYl4+i8wSi00QFhaxmzTSEbWAldBOJEfAB5E5GWPzfnm2DG4rdEJCE1ImQAcNdkMlFW5aDMudD4OuGAdQRy8LPrE81QbWDxbIgj1FrHIHmFZ9mVwK6LLGjnqwkBweogad5NtI38xuaKy5fHKzmf7+zGz0d1oXlhbCoLfvxXJlTEWtbRZSbPFirZh5gUVjYy4lfOmHbacs5Ill2QkwLI+ynTZ2Q5klFtvv80g5gdVHiuWx4lDXH2mTrAtLC2HQ2/dilCY/xKwUFpKG8MEdm2TYbGnjKYLuRo7N+5gJ1MJsuUGbSGM8sG5g3wkxKScSMcZbHisPMekoP7T6sNzhMGhWowrc17PqUJh7DSsOBbbBcvlgvmLU8gQ+RSsWroSlewBtyvSOgmtp9mhgaYnYiB1fLh8aTxMV618nljsbBs3jj7F7f5jaa7Dq6DxcFnuYLVhiWfwxZrzihSWx0YHtCkDHiPXKkziAuQrZ2Fu2SJ5YthiLsDzVjaVQ23Zi3cK9Z0xha67yNBXwbeGABJtj8jTeEnPw5pGjWDcydF+I+oivlK5lECz+YaM0UItkVWf7/cz2n43A8j/++mHvv7/+6xd2FEs+JGLTFE8aAq1U+NIPO8m34HyXp0/RFNQEnR8S4DmNjeRIHhJT/tX0H4INLTZKA5ENTow1SFjVqIhxLgLLNzl/4//WqU7FZRfLNWaxy0AXzUwDYA0SC67qbEeGBXaVHLyDe4LFXWTZCSy2buM3FGoiUH5tWVImy0ZpoMoBan+MFbtYhk8Zlv+z8xvT2azjeP8hso0ls9iBe0u2egSxpE8imPOFbCASoLe7hazqfFeALcd7KdnwbCmWhdJAnuaDqSo1LovsaplF7LudG8k2lmzZBm6n2IOIpTezcW7JrH6YR4mNhJRp+ZXw9M1QE1a0JC4N5Cl/eLg31TcmTPYgw5KdFURESkVgefzfNwNL/jBjKxWOJTTHsCoDFgrqgAbhabYCxY7Z6NKvH5v3bVhirWiquBBCA4M8rRT3dSkwRUJRrXNAcm3/X33xi47zX79IZR3LtVTlQQTztbDtKTZb2sjlw5rADkgW5U3QS0lggwMZ3BMJ9NDR0/rMwczorCA5a2VbAKfHWqsAIcokKHUnKG+07LgT7LTJh1r0+8HlP99bQo8B9/LBbKAWsGSHjqDlicVdYMsP6uCdQoHIHwq/lzTsIb5Cvlgw7JPZ4SSx5VLnu5LndyrybtSF5cc/fnmHsaycOqL5sXhZJqgJK/GWciy5yQcCgtvQwJUb2QvBk2Vld4KNclVOxliGLOafgWYJ9SXEcqE8wqSiTt/qwtKCtu8F3dUNYEPidLiIDf+L+cbYwNKCO4EFkw83XoEJ+MgcA9aFKS+CEjBSfLOODQ9snIsvqzp1VI5yEG4NLNlpH3aOz6KysFhJ63vLFvGJxSYqtsXFfGPy9MQJOz3lKbYOQG1wX+fYXNXZvB9xaBWF5U033bTsvrdKtrHMszkGG9xXwqc4FLZs40u/2BJSHqNNgI5C7IZig9S45SvBluPc+Q7Dkpc+ja00EHs0ZO4EruM4WXenD0jWfWNfWdjq30J2Au5OgDXB5n1szcWisrAHkZl8UtiDyKxG2N2wUUiPuaxhIzZzFOqNbRHLhsqIg+C6sLypSrax5D6x2JPIshNg9ksb2QksZFXP0iZAH3E2MmNGNAvOd+wAHcRyUn4lLVIaiJ8VbP/ZKCwzmcwlgMLGsOQrlf3QRVuob8mLHVgY3LF5n2f6ghwjeC5ybJdsITuBhfTNhXXisJSBWmCbyxhLAzHPq4jlRxSWtrRtJ/hTlIEumq25sKeIRyliJ21sSMQ2htxCYcESi40OFrITWCh2QNlG0zy1SGkgiz6xzcGS21pszJaxlZ21kPmOZyWCLE/spA7cadtwvqMrUNjvbbE4QIzgNtRyaSBBofiCFEvfKFlaTaciFkEtiCXmLGYh3nKZZhQCz9laA0vu3Ss/p0FjNzYrTh5oXkxPuenhvoH9aHXuUIvjI0PC0kC5mf0jmUmBIZfYtqOsDhFY/ucbyjaWNhax++m+HrNQ8NkSW+5YWMSy5Ti2iOVYYt1Yo5eCuqytl0bLDP44r4fWvJSwUoFUs+H9SOHRZRUuI030EVjeMK7L+gGJjWrQ7GQivr0l25FloCZYRBXmXLHK/PZBfzMyXYLhA57ycyOpZDojWDyulG1P+6WlfSSqrMdB139f2UGP7dRg9CAXgeWbbijbWHIjFYYl21Bje8s5FoWC7YXYITzmG8NuBrjFZWZUsJAJyY4kSrVRkC0dySiFx7GIRdcfom7UV7U0Aktr2rYTfLbEVgkWTD58tsSwpG5vKex55FhikzaLt4Ra4GYj2cZOIlqMDw5kkYuuglI7v5puCSz53hJbJFg4IOHlGLExkR3VYf57HEuwGk7F1pICE+Awj/kM1oYF2SgNJBfPwiLJnlefWgbLyvoRs1Cwc3xstjzE0gJgWDJnI8xHnC1AwSQJhdxA8VJSaE1IG+mb5eKeJpm4usHdCEGPyAbUMlhKHwH+MEPLDO4rZoEpLGiCW2LBw7ojZTsqWjrOTkJKqfj+BvR1lot7XmGO+42oJbDk1dExt2jucQhhaTk7QQK8Eh7wgGG5UupCEvYCZfM+mr5ZrmRLdIOfOOGG6XrVElguMRMo9jDz2RI6JeMrFSzrC2sCm2NsZL5jBjCM7Bm6pMcdvDfnJ0Ynj8JGkhaZLXnYp6BGd50SY3mXKetl7+2Zz937tn1PrzSKJRWGpYX0zTaqQbMmMK8GC3li+Y4MG2A2qOkJzZtcmA2Hyz7UlMsjR3d+U1dL1HQBxvw1IptYvuLRd7cxtxnTM9MQlnwRi61ULGyFWmS2ZMZcNKs6XX6AWyFimIYny0qtTtQlllmedt4EWksWAlgbkRjL0ydDHbv97rOu+7h5d3Yr95i593ojWPIlArZyZ18fHtgVPM7BfzDnO9YLbFjNy4u08xNYcOlHagMNgotQ2g/QIkzHypQg4YdM/IBE5vBej8RYFrX1sa4p1z3e1b3hvblwjznYCJZ8K4TFulqoBs095rGj61SJary+JQuHwsYositIoCE5WXozsGOaPF36gT5refJsyJIvS8RuRhP6YQvLV80L3n+/aj4UvPuCeaohLJeIeQEsQMjsl2AFO7aPwSYINmlbmOqwRG38SrBD+JIbYfDFYGRzmwFYlWe9vD0Zi88ndpdieeL29/j1aJ80Xw/ejpv7G8KSOAL3gt/eZJKgjXkk0KcoAZrb2P4Ui7uYor2wkZgKW44P0u0ptkvmqQTBjJSFzclg+dAnimAWip+s75pF7HNm0P/xqOkP3q6aWxvDMl8yP/ajNj82W2KbuqOUbNAZlT2J2OGGhQMSbkPDUgpxH0CoCe6fgfvVbq6vrK3GGT6y+0w+gVZueXTL/3mvGQ/enzXmYvgv990c6KHIJs4dHkz2jq5Um4rqFt9bQqXk+cN8FOoGY2oeaoKncYTy2Z9mTYxB3eBYQk3wSfsU1EaLKEcGbOzJkAjE8mNmKvi518wFP68ZsxH+S91YSsWjFLeQJrj9clrejWq7V306Q5vYDzVxkh2QjEJt8PyJUBNXaBu98IjbEqq4gB1o/oVgWB4z/yl8cY+ZDH56s+XZ8DcPvTXQB7ei5X26jk/VEncnuI40wc8tJ6FusId5CGpiiwQ6JtehFhjZySmoDZ75Dmpii7ozLmBNBJI9GlZ0veR/N3mlCf9vVrD8rPl2+OIRMxD8XDN7qlqOXk7nT504LViNp9kEAR1w8U0d5lHCmgDdQag3KnZaxF3WMMMhsymDzqgk5dyQJEjR2xGdEfy5Ha1ODA8MjaEBOY3JBpYXb+8uzo1PmG8FP6cbtcQW8jP+dJfKYFaSQnWqDagJ7qqOGUpYE5j9cj2ccROCwYHfDcyKxra4qHvN6CippQAAIABJREFU2mDxSoZFngAtgaW8kF79soHld83Hi6++Yh4Pfr5gPtYYlpulsTkFxhfy7KrYuaWN7ASsCWx0oGWu0AwHDEswPxaZLrEUfr5yMz6YQ7OygH4LWG4uZWHH3pJ2F5YfNn9fgq+r57T349oDptrMsH0v8iQTD3i8xU6WsAN0srdMWKnYZaPMJvQsrSdpbk3w9JsMdGi910Cba6JkPr7EWC4f8Jcg/Ydlo8OuwvLSHrNWev1H5gPn3cvPmPurN63b94Ke9vVjj0COmiiw+YGffmPrttbAkmdVx/IssDZEB+hiKsVYloPCR0RHjrsKywPm7WUI8+8wtzy4x+ydrf7Q9r1gPrHYdMkCVbEsXbxkBuZUUjrtC+YqzFDCDuGxRSw/gcViYdjoAEdU5edG0smUJCGlLyGW5IsVJbXcVVh+jm4kT3/2nu67nl573Ye27QSPIMFsLczLB9sLrSeplw9mfKKHG+A6mDGFOaPmmS8A5l7Dhko0l4+N9M0FKZb5fvHNCLWrsKxL23aChM0k0GzDFiJIuFMKtvRiC2HQxkDRBgPhaehGVL2LGrJQGshSsQMplmwhJcnD02FY8ogqbAV6gBU7gJ6BBXb0ie0tmUEYWz2W8wIk4KwxNmZLC4X07JQGKkix5Jt1gdWnw7Dk+bEwLNm9xzZ1U0l5N9jDDI7MZMbtw+ZsG3tLC2VnrRTS8yXDkqw+Egk0laCvDsPSRlZ1lgEHC+ziXj7YRMWawHZkOQoEttG2YYklMRMJ8EpslJ0NJMOSFaAANyeBOgxLmpIhAe4tR2gT2JrLRp5Y1gTmfMce5l5ojlm3UE3FgiXWRpH2QDIsma8zWKkzUIdhWbHE+k8TNk1x5ztoA8G9fCxgic0xfC2N2WtYwjFsmrJwbsl9/2PDkuXwk9RL6DAsuQkUG894eCC0UuGmAWx0YHtLLH0Ny5sMntPQeQrc4bKMH9ghLo8cFdT1EZ5bkhx+AxI/nw7Dkm+FsBUoxxK6+TZMPuzcErO18GIH2FRHvBnT4DENG6QyWC/oLhnM0RRIiGW+eKidSPaJ/GI7DMv5pDxvjIViBzyjPZY0hG4MwbpvbAGK5nFcLg9T2GLcTmkg6nWPpvLxJfaJnQ0HiFEwUVRRHYYlt9jZwBJaxOaS1MsHdEshbg0gEEOsG9iOLEcK6YFg2ygNtFH5VnrjjbfMLc5MH5FBuTI5PDi8i+ItxVhydwLMc45jiR1OEV+ABOb1Rh1bMjZKZYF7S1q3YQDrh43SQGNkFQT6VgRqgXjL/HTxCRuVe95HqyWw5CYfzFBioQZJYaPcSKIXPXVeKI8P6KaOl5vHsGR2acyBz0JpoA06VmIZb0O1AJaVw0+0MmEjagkseSp5zDbAbC2oZ/Va6XGGTQObxBQ7iH1/wQNQJgKMt6SyUBoIGxz45gTLfxIofiyPkjEK3a03oJbAktniE9gByQptA/ONKZQXf6kpdERkzkaYM6qFwC6ezhzz8qGnjuCDaCtPrAUs80vzswuC5eeuzBMrxJK7cIKWdLIXwlxjCtT9DjseqTrdwI4+WZ6FjLwJeFdXPu6bAO+nnazqBQtYHg2WQalxFMzdWhpIhKVfMkNc4jRXDO1LwJs6tugCcwqx41OwGg4NHcVWfuzAEOdhKeNvDkfgKqtWapD4Onfu/Cn8r8mJ9ADYiSy7kl1Tg0SGJbdQoCbo/GRoYRiBYwSoDRQMeLCBJYlSRCc66hkBZmEJu3LilGDlZ6Nil6ej/oCbHsU9AchiGsxKpFii85SnjfnJiVl8UGbbU3CesrCI9a6jaIxNwd//BrmjoiXXpauSv7ZQ37KQLx1bpdDaQBvUIxILo92lpYFkWPJzS7j0sFTccIiNDhZMPr4Wx/YPHpgWhAYul5exsqFdhiXx4IO7QZb04GqcbXFBy0Unmnz4hho9yBeLO99hWFo4IAl00nWv4H/taS08MRqU+LwVxFgWZsP70QuPUIulu5nwNhaYp5CNeMtOPCDhKbYkEXEicQsFaOioTLmw5cmXGEtvsJs/fAROUl+SFMvCxtz46MQ87nnHnI0wuK1kJ6hM2h3jTsBX7ngKb6F4DWXU1FFet+F75IIVLK1IjKVUzIaGHVvxrBPgCJEvWdEOdIzz3TEWQRIbloHJp9wT0ERRsXKkBFkyFMuieD6ZDNQGC2/H48t2W2kgMZbc5CMJzBPJhslnnYzukpMJxTIUd5fG8snQ/T4YrxeqwwK7ePgHeqwgFk8aglnSLVli7WCZE++C1gvHZdFQvttbdlnQDxZPA2b8KJpig8phmp2gbiz5kNgEQ9eNxX3FsEdgiJVhxvsix3LxQDqZGhIVw8kGodCDkkTk6+P+8qF3At6QkYQfaFw5aWRIVM+vw7DkBySZ5lz560UzQiVAB5tK5uWkxLFFjGUpT0ZyALcHl2f+gzDbS6Xj0360GzniKQT63HvKBueO6ekOqtglx5JbYmPbW7IFKOjVkErYuRIplpWIbjhydEZ6L7wvtrc8RPWjZ/ArZccIUVmf1aNzx6Rr+o7DMpGs2EAFD/PG0jHBVoiul9Ch2ULmu0BCLKlnRAZrYr2y4U+gqZfpoSPsvFU6cUrDLvO21GFY8kUsXLQtDHgYnEMHxSzrBuaBybCMb7Zk5baw9SMbpLADQ/a9psAFZGUNIzpxsqEOw5Kf46MxzIfLXIMPAM1xkQDjkNiVxIYlP+3DbMqsBBrmecVN29iJH01WKvFmtKEOxjKBYknsqKgFlJbbAj1zWaCjoGibDEueeBe7oSwWxkb1CMygy0qgCR18peowLG1EkGxSIMBdyFplCZqykR8LtxwKseQhatiJE8sTi3le8RMn7Ethu4LYgotCdRiW3BKLuROwehcZqAlvd1l6CFLouMy6IUgqJcMyx9bS2C7ZQmkgPjpAFmEexZCBumFNHYYl31tigztb7GClsrwpd6RoDx5CzfkkbzJuuyqITT40DyAYHmihNBBbCGegFrinieSOWlCHYclXKpiFgmdXxZxK8pWF2xB68LxaXkwPSUINhFiukIEO9Zoi8cdohfVspRvoroDmHYnPASxUh2GZszBbsjyxKewxmrHxBKwVD+vgLGuBpO4ElcX0fnSAyZUHqUE4HL9s9EmhiTaYj0fMJyQdhuUaC+zC9pbsmA07x2f54tBjNk/LM2Pjh4Ue3mKf2IXixaDJJAvl/P54GkeSD3sQ9TWi4R8xr2E7DUtuicWOrtfojItF71jJTmBJJ86fOSdrITc3lhk9JCgq6Wnz6PzCvCBzzWYl0xe8K8iWQ+UGmhGAvJ06DEue1hRMxuRbDouTLnjsbKOQnh2tBXEXA7Myz2obksVb0iw6cGmgpeL2silpAbZVh2HJkyCBA3y+7JbSDy4gbYRBW9FiaYIYif1JFGHJSgPBqe4LuaPTY5OH4va8K3QelnQFCh8Z5w+FT/MoHKvAsBQcOgq1lCpP/CNxz5ciLNuoNFCgTsOyvH5M4HuQgr8VOjR9RBDoaiGrugXl6WlfnEtpXyIsW6g0kBV1HJaFxeL2silFPWvJQg0SCzpGn+XB2LoRSoQlc3mKtTSQHXUeloXc3NTBiUPivKYyVRzO0IpdFkQrOcNpTW1JhKXF0kCviUoDWVIHYlkoXHbd2O/9TLjJTU/HGELE05rGPFCJsGyV0kC21H5Yno/WNde9UMfHdlYn58dGx+dOxNmFwwzL43F25fz5q9clf02ny3WwjbOlYSqdlXTFhl5zLzXp/6lZWKrqFoth7tuKuzsiVQKhj6FNEPet6kmkY9Tpi9hCfuHQ4emjsR5LsGzDMUcYtkVpIGtqv0VsHV1pBSwXQm+xPrSUohWRcwU4bZ0tWSkNND6P29ctlAbytTI9mhk7KrQYKJaQ1mcnx2ckNpIKELCrmA2VQ6rSzal4sY3iLnZgozRQoZArRuMOyO6nYgmoVKR9P2yJpyeGsaaNKS79RuI3PoqxzC/NTh/Br8NGaaBCruygAWedCKRYNq5KeGAf+hTQ9DWxVdkMlFtcnFtsAS9QMZaLoefUMHotNkoDUZfrtCTgTrFsXOTeD2CmAR72Ge+BYZtU7Cr7+aTRMGgLpYFWaROCtGeKZeNi9x6LDeOe1bFafdoESwtJQyyUBmIR8r1YNwIplg2LJZfAPEl5tuF4ncTlWObmxzMHZ6Rl8GRYylNs2SgNNMa+V0FUt2LZsJghHcvlcyxJV7HxpgqWJw0Jj3pSk7KzPhGWKzZ4kJcGokkRRU7GimXD4pnvoGcxT43xqXgjkKVYVmb+A6LDOhGWfPmBZmFZC+Pb01PohUyxEVswTCmWDYutVMANBM1YHLN7jTQhJRlhREewLRFvubwwN7+ALz6ztBcZuBnFEhBLrA8WENmsmP3gcoyWJE/fXF6Pg+mbQ1mcLQVH+bJ4y/ywnV4olo3LfwSKT2ICHhLXS1wOyDLGyRV/sYNQIiytFNLzJQyDJmsHtBxcIMWyYY2VS9cmcCv4Ssns1xf3UX78pYFCySyx1A4nCSyXZico14qfFG20FcuGxcoxYiafwkYlrWncPuLxF9ILJcNytRIM0ydZSouThmwe8tZBvaPCwVaxbFilgTkhwJLmxcRyu1uTDEueDxtMvBtI6OVzrMRlr8i910Yun5zctK5YNiyWagMrx8h3ZPHafIQmH1YzVkKEEMuKg40oZZmm2NqtWLJyjJifeZbNMagTpx0JsaQ20IykHzIsFyu9SEny7iqWuxVLXrELaqKNnO/yldvRJ/K/k2FJ8yz0C9pRLHcrlhbqWy6yJgTZhi1I6uWTK3HZL4vZFGGZZSE5guFBsdytWPJq0JAdnB2ziXZkcsld1Rcy6WRycEaY/kaEJU+tKbA8KZa7FUsWvTOCtbGf+MbEnM7cRmBXfkOe7VaEJdtYSCIdFcvdiuU6NaOCfi3LpI2Ys+i0Rbwlny2xGOZAiuVuxZLWCBhBZ4m5Mpdxl+RpCyz5Zl33lvWrfbAkUx3ubZYNnWIH4i0FXWgTLP20deVdAXaWHEqx3K1Y5vvJwIyba/JLR47OZmOsQFJUe2BJw3okI51iuVuxZIeOYGBXoFPuacFf21J7YFnaXSZEO0vFMkYsNzfXNgXbj5Hi1x8ojbejWDJJE1LOhR4FfbJdgWIZE5YbE0FM3CCcQaePzpagq3ogxZJKnlV9YeLAuNSsrVjGg+V6Ob8ZmuKCuZlL/MwVS6rYix0EUixjwTJPIh7AUANWq0JnS1tSLIk6DUtaabUPi4vji1hBbJ1iSaVYEnUaliyjPeaiw/PEQk2EUiypFEuiDsOSl2XCfCeP0CYOQE2EUiypFEuiDsOS1+TByjJt0lWsxBxvAcv1Y0vS3AaKJZViGQeWNmZL6lEC1lsLJcZyLliSj8hO6hRLKsUyDix56hk0/rhsNzogijEUYpkrB36KspkrllSKZSxY0qz4vbAVdSnjH14OzMk8WoVYkux5hwXNKJZUimUsWNJzS0myjo2lY9LKcUIsl8g2OSXINatYUimWsWBZWCsfkYhcmuXKZ2eOHF7E51tWoQhPk7E0dfDAxOF4i4YFEmO5Mr1/OHNImAxbsYwHy8LmZOA9NxRzoONi6ATYD2ejpOFlcCrIzWK2jd54K1L7EmKZD7/WZPqQaGehWMaEZaGQy63nYi6TRQ4/0YmO+QAOYW3khssrYcn21IpkWJK8mKLChIplbFhKsxNY0BLxdwenbZoZFc30RVPgxF2iSIZlxZSXENkMFMtOxnKE8ABmvmMVirCaPCxZmMRfyYZEWOaoiweW6T6UYtnBWHJno2WoDZYkAWuC1VBOC/O8SiVM30wlKBmqWHYwlgvsKcLMLXky44LbqUlbD7MNibBkfspJOMK9ULhw6bIYy4118QinWMYhKzVIygWlk/tB4yPHMt7k7jaxhK3bWT8/fN+E5JBlY9JbT6cyQjv/rsJyK/HB377999Nb/utXTFHf3oVY8jUXOrhvjgV7w9Q0OjgfZt2I2ThtMU8saL3Kl4apND7dLpYsceMdUw36+lPG7LnVmOf8N8/tZixt1bdcn5s+dBR3BVihW1zQmGtNMpMPvaF94sVDCk0JVLawJ2TnNLsJyxfN7fsvbw30mEHvzR+a3pOBLu5CLNnyMcZq0LR0R9x5pGUHJFPkSsAj2CXSxABGNnHtTIhu6C7C8txeczik8wnvv+801S3uJiw3yom+kn1CdzGJ1iuuQqLB3YZkWOaGy1eSASdLVl4IO/tka+kM1o1AuwjL75lHQzxHJ133orltC8VydWkhm435OGCtxKWwKqS0G6XhfTL29O5C57uN0jnuKPrNMv+MMagJZkNLCW7pLsLy0+aVyptF88j4J9/3oc9nG8ZyLfz+emP2NstN+zNV31TMhpb8kUxfanAcO/e0KrGr+sKB3mTfKJwolkfIZ6A26ISbkFQo2kVYPmb6jz338CPPjflv+k13YPDpfrH0z3/7pUB/f357VfxBJs5FfHSndfLMqbi74OmC616Luw++rl6P9///HMNyDGpjirVxGu/Ma+4l/I8bkhjLB83zIYqfvu66Lxnzp3OvzT9lTKb4z/fdHOih7Ru5SlLfHWu4C6o2FnWITC5ATSzTJgYs968pahzLO4x5ePx87pUe8y3X/bunvhHsLZ829xf/uT4s6aa893LDfVC1r5i95hzUxAV6TjNvuX9NUeNY3mnuCw5DvmVuv17+5boxp8NX9S1iWZ7YbHPWCbV0wb0YbwcC6SK2qDMkgnUCbGOaDPqnBH3ZVYvYl4Ofl7rMavmXW7eaSf6xbTe4G2zxH/OhgOaJpYo/achSOYR1CHXRqDgqwx4JgXaVyac3fLHPjFd+e4epWixs24l1C3lirUmxpIofy8JK8bhoHD89y0+E69hBWfjqLsLyefPV4Kc3WxYuPvRguHY9a7ouNYBljs2WYJ5YW1IsqVoAy0J+8fD0zBFZKM3azNjopCBHU6BdhOWiuTfYW37H7NtyP2y+HPzyy0UfgzqxZPHHeKSBHSmWVK2ApcZbAj6x7zd/sLp15bu3mqTrDpuub151L7zc3VVt8Nq+F+WQqgTs+GhNiiWVGMv80uyhWanPlGLZsJbvMOaObmOe949GvmhM9z5jer5T/ante5EnuTbids5WLKmkWGZDI/uwbFOnWDauk5+99233PzkRvN4ae+yenoeeWX3dhyK6sVlaxqYlmZisSLGkEmJ5pHRkmBLkJlAsY8tOkJ/1vcRTB2IOxi8ollwyLI9VDvJTkm9WsYwJy0JuYWp0fCbmzDW+FEsqGZa05JMkh59iGROWxwbEh1OWpFhSibBcZQdfgqgcxTIeLBfKq50RAZcrhw7KD6cUSyoRljxnmcCWp1jGguU6qREAexNsFitLDsrCFBVLKhGWLOOtJK26YhkLljS9fwqMU90sb2TSImu8YkllcbYUuKMqlnFgmWeZIcAEBSQGvU9SgU6xpBJhuU6/1pRgd6JYxoGljQiSZeruLqmPrlhSySyxB8jXiuXhCaVYxoElL/6BpYJkmSHAuj6BFEsqGZar4TLI/3b7JOmRFMs4sMyzvMlT0IXQgTmZFFhjFUsqoZfPsdL2pF9kh1Ms48CSl5/DTAOsiaRgH6NYUkl9YteC0g/pCVkqQcUyFiyzZBU7hM1045TKNNREKMWSSh7YlVtaXJIGBSmWsWCZI6ZYbA1bmKZY6t7SljTekqjTsJwhSPVi6x169Jnsg5oIpVhSKZZEnYYly3yH1XvVveWOSLEk6jAseUZ7zPuOYplQLG1JsSTqMCzXGJZY5jtm8tFFrC0plkQdhqWNzHdHaROSVLOKJZViSdRhWLJwWTDzXZ7sT0WR8IollWJJ1GlY0gigPnBfuFwJDpvBWgilWFIplkSdhmV+WDpZeloqFuNLyWpkKpZUiiVRp2FZWB8qufkImNqcGUqlBiaE+YAUSyrFkqjjsCwshYWZUmOxlyVXLKkUS6KOw/JYeWN4IG4uFUsqxZKo07Dc6KvsLUGfWGtSLKkUS6JOw3KSWGLTYC4fW1IsqRRLok7DklT8TSZnm3PltaRYUimWRB2GJfeJlSR9sSDFkkqxJOowLNeTCZLMR6tBFxRLLsUyDix5Lp/JJl16DSmWVIolUYdhyatBx1zgUrGkUiyJOg3LBULloFaDLiiWXIplLFiSlOiySgUWpFhSKZZEHYflatnLJ2Y7rGLJpVgSdRqWeRJwiaXysSfFkkqxJOo0LGm8ZW/MhWcVSyrFkqjTsGSZ7wR1EG1IsaRSLIk6DEsbme+sSbGkUiyJOgxLXrFLvXwKiiWXYhkHljpbvk6KJZViGQeWurd8nRRLKsUyFiwPESrTkgrrFqRYUimWRJ2GJS0NlJaVQhRLsaRSLIk6DUsLpYGsSbGkUiyJOgxLNfm8ToollWIZB5Z6QPI6KZZUiuUOaWs7XWWz5ZFtP7vz2r6vzVLUPWuSWqUXLdGN5j0azcLywrZiYdAr2392p3XJvRRvBwJ588P1uPvg61pL9OKq616Ouw8X/C+lWb1oFpbbz9nqql4tXcRS6SI2FixXksny9nK4ORdeU4ollWJJ1GlYHmSL2OZceS0pllSKJVGHYZlPUywPNenSa0ixpFIsiToMy3VmidX0zQXFkkuxjAdLem55sEmXXkOKJZViSdRhWPJF7HSTLr2GFEsqxZKow7DkJp+YM1IqllSKJVGnYblMqMw05bprS7GkUiyJOg1LEtnVt96U664txZJKsSTqOCwLh4vby6GYi84qllyKJVHnYVlYm9rfPzg6F3MBkoJiyaVYEnUgloXCZdc9tePXGy3FkkqxJFIs45NiSaVYEimW8UmxpFIsiRTL+KRYUimWRIplfFIsqRRLIsUyPimWVIolkWIZnxRLKsWSSLGMT4ollWJJpFjGJ8WSSrEkUizjk2JJpVgSKZbxSbGkUiyJFMv4pFhSKZZEimV8UiypFEsixTI+KZZUiiWRYhmfFEsqxZJIsYxPiiWVYknUiVjmTx4/FX8QtGLJpVgSdR6W+Zk+P2fI/pjT3hUUSy7FkqjjsNwcLmbYSs025bK3kWJJpVgSdRqWeVLg8mhzLrymFEsqxZKo07A8QvLE9mt9y4JiyaVYxoLlMMEy7ulSsaRSLIk6DMscq9g12aRLryHFkkqxJOowLHnFrtEmXXoNKZZUiiVRh2G5yWbL8SZdeg0pllSKJVGHYVkYKDPpTZtzzbnyWlIsqRRLok7D8hCZLNObzbnyWlIsqRRLok7DMtdfmS0PN+fCa0qxpFIsiToNy8JKX4vsLBVLLsWSqOOwLKyPhtUtY95YFhRLLsWSqPOwLBTWVrIrSzF7+PhSLKkUS6JOxFLjLakUSyrFUrFULIkUSyLFMj4pllSKJZFiGZ8USyrFkmhXYbmV+OBv3/776a3gzZnP3fu2fU+vKJZCKZZUimXDuv6UMXtuNea5gL67jbnNmJ4ZxVImxZJKsWxYL5rb91/eGugxg96bx827s1u5x8y91xVLkRRLKsWyUZ3baw6HdD7huse7uje81xfuMQcVS5EUSyrFslF9zzwa4jk66bpfNR8K3nzBPKVYiqRYUimWjerT5pXKmyfN14Of4+Z+xVIkxZJKsWxUj5n+Y889/MhzY/6bR01/8MtVc2vxn/+gK9BHr0Vry3Wv1/Gxndb1lujFNdfdirsLvrZaoxed9miIsXzQPN9tfH36uuvea8aDX5415mL4z/fdHOihhttVqVRFNY7lHcY8PH4+90qP+Zbr7jVzwS+vGbMR/rNiqVJJ1TiWd5r7gonxW+b26+49ZjL4pTdbnuUfq2M9rXtLIt1bUuneslE9aF4Ofl7qMqvuI2YgeLNm9mwplhIpllSKZaN6zPSGL/Z5+8on/JWsp2m1xAqlWFIplo3qefPV4Kc3Wxbcr5jHgzcvmI8pliIpllSKZaNaNPcGe8vvmH1bbqGr57T3+toDZlSxFEmxpFIsG9b7zR+sbl357q0m6b35I/OB8+7lZ8z9VVtLxbJBKZZUimXDWr7DmDu6jXneJzH/DnPLg3vM3tnqT9XRFcWSSLGkUiwb18nP3vu2+5+cCN+c/uw93Xc9vfa6D9XRFcWSSLGkUix3SHV0RbEkUiypFEvFUrEkUiyJFMv4pFhSKZZEimV8UiypFEsixTI+KZZUiiWRYhmfFEsqxZJIsYxPiiWVYkmkWMYnxZJKsSRSLOOTYkmlWBIplvFJsaRSLIkUy/ikWFIplkSKZXxSLKkUSyLFMj4pllSKJZFiGZ8USyrFkkixjE+KJZViSaRYxifFkkqxJFIs45NiSaVYEimW8UmxpFIsidoPyzr0nWef3Yjx/761dOrZZ78Wdx9aR68++2w27j7EqTixfPTmmydi/L9vLS3dfHN1BuwO1uM339wbdx/ilGLZIlIsqRTL+KRYEimWVIplfFIsiRRLKsUyPimWRIollWIZnxRLIsWSSrGMTx9+61sPxfh/31paeetb3xd3H1pHn3rrWwfj7kOcihNLlUp1QymWKlXLSbFUqVpOiqVK1XJSLFWqlpNiqVK1nBRLlarl1DwsJ0x/8dXanzzY844/zoZvthIf/O3bfz+9Fbw587l737bv6ZWm9Sk21bgZ+ece7HnXJ46GbzrkZhSefd/eez7af4MHoPabtlfzsPzj0pP49z3GvN2Y7mH/zfWnjNlzqzHP+W8KdxtzmzE9M03rVFy68c0Y9d7c2WW6vum/6ZCbcWCvdwO6jXn8mlt1zbXftL+aheXFl0zxSVx+m/nSa+7pZ83tF713L5rb91/eGugxvlPH4+bd2a3cY+be603qVUyqcTPO3mmeOeNefsl0L7idcjMu3m0eP+le/d5e89/cqmuu/ab91RwsX33EmxCLT+IT5hn/x9ZHzH933XN7zWH/3YvmCdc93tXtZyu4cI852JRexaSaN2PQ3O9PGd4j+OWOuRl/a955yf/5PXPbFr/m2m86QM3B8q/uuuuuW4pP4jsjuZCsAAAHAElEQVRCEN0D5mH/23g0eHNudNJ1v2o+FLz5gnmqKb2KSTVvxovm8fAD5hMdczP+q/li8PPSLWaVX3PtNx2g5u0tHw6fxAvGHA/er5nbXffT5pXKJ540Xw9+jpu2j6W44c1Imbsve6+3Pmy+1DE34+N3hZEi1/eYY/yaa7/pADUdy63bixPEQWMuuo+Z/mPPPfzIc2P+bx4tTiGr5tam9Som3fBmXHnYfGTh0tpnzL5CR90MXxmz9zK/5tpvOkBNx9L9Q/Np/8fWY8asuQ+a57uNr097W/l7zXjwibP+M9reuuHNcM8/GdyLh3NuR90MT6v7zF9WXXPtNx2g5mM5bcznVi/OPe49fyvuHd5DOH4+90qP+Zbr7jVzwSeuGdPuiSpveDPc/jvN3gfvMD1f2+qom+Fe/eZe86ErVddc+00HqPlYul8L5sdbvm7MBfdOc18w+n3L3H7dvcdMBh/whsSzTetWPLrhzRjs6nnVA3LsnearbifdjJHfMV2f8+2x7Jprv+kAxYClu/iZDzz8mUM5s9f1FrEvB7+61GVW3UfMQPBmzezZalq34tENb8bvmG8Ev5o0PWc752acfdqYPzgSvGTXXPtNBygOLENNmXe77mOmmLJln7d5eMJfybr+yq7tzW03uhnnSgu0rdu8uaFTbkbhHrNvfxE1ds2133SAmo/lwnhYcOF53+HueX+95gazZcH9SvHc7gXzsab1Kibd6GZc7vZWDL6u32oWOuVmXHzA/OeTpTfsmmu/6QA1H8uvhHf29B1m2lvCmXuDveV3zL4tt9DVc9p7fe0BM9q0XsWkG96M9xXHqBGz52qn3Ixvmw9W3OnYNdd+0wFqPpar3eavr20tPmA+6r97v/mD1a0r373VJL03f2Q+cN69/Iy5v+33Dze8GX2m++uX3GupO8wLbqfcjN813ztT1PWqa679pv0Vw97yb43p+Y/G/G5gUlu+w5g7uo153r/d+XeYWx7cY/bONq1TcenGN+NLXaZr3y3GPOG7xnbEzbgWnloHWq+65tpv2l9xmHym/8tdtz740uXwzcnP3vu2+58spnE+/dl7uu96eq1pfYpNNW7G/FMP9Nz/0aIFpBNuRs4wLPk1137T9tLsBCpVy0mxVKlaToqlStVyUixVqpaTYqlStZwUS5Wq5aRYqlQtJ8VSpWo5KZYqVctJsVSpWk6KpUrVclIsVaqWk2KpUrWcFEuVquWkWKpULSfFUqVqOSmWqlCjz6fj7oKqJMWy7ZR2nGeLLx92HD8D66U/+7WffNPP3Zos58GZuPsXf+LN/+LX/uxc+PYm54uX73ScdzS/r6obS7FsO137H51fKb76KeffeT9mf9YJdctrwa+vv6v43vnpsOi5h+XbHcWyhaRYtp/e63zfZvAi4TjPue76Wxznlx//0sP/k+O8NUj++DnH+bHf+8KXP/GL3i+Cz93k/AfnBx/8zER8XVZxKZbtp5TjfDZ4cZ/zxoLr7nGcT/k4nvhNxwlqvP5fzv/gV4F3r/2W88YgS+9NjvOL2Zg6q7qRFMv2k7eK/b/9n5d+1Oly3fnvc/aGvz/xFufn/X/+iTe9J/zFFxwnSPDoYTkQS09VNaRYtqHe67zxhPfjbxznZdd92nEOFH//fscp0M992nGCqrc3Ob/Q7C6qtpVi2YZKhavV25wf8daoe50fOHcx1JccJ1X6zPXlv/ndHy5j+f/E1lfVjaRYtqG8VazH2dkfcPzyVr/iUAWFr0782dv+5ZvC90Us74u1v6pqKZbtqPc6//CM+4Lj+FUKb2ZYfsX7zV//qPfih26+46kny1i+N97+qqqkWLajUj5/v+X8U98A++vOz/B/HP9+5yefOuz/039TLFtUimU7ylvF9uS/3/mQ//q9jnOC/eN7HCeseO5+RrFsUSmWbakHnH/0qeLpx984zqeKv337T//yluvNom8pvu9SLFtUimVbylvF/qDzb4OXV/+58+ZE8OovHOdJN5g+l/y3W3/sbTEz/ivFstWkWLalrt3kIfen4ev09zvOnj95+c9+03H+zRnv/bcc52c/1/+95/6N86OO86tfvKJYtp4Uy/bUA47zxnzx9bd/uGiG/T/C37y7+PY3Nn7O++85xbL1pFi2p5KOY8pvCh/5pR9987/q/nYxsGvr27/xv/zDn97rvV19z2+855Ji2XpSLNtTf+M4L8XdBxUsxbI91RU43ql2qRTLttTi96s/3W6WYtl+On368FuLRx+q3SnFsv30576ZdU/cvVAJpFi2n3wsf/VM3L1QCaRYtp/OfufZV7eiP6ZqXSmWKlXLSbFUqVpOiqVK1XJSLFWqlpNiqVK1nBRLlarlpFiqVC0nxVKlajkplipVy0mxVKlaToqlStVyUixVqpbT/w+z+LNvDAlyYgAAAABJRU5ErkJggg==" width="100%" /> ] --- layout: true ## Life Expectancy - Points --- .left-code[ ### Add Portugal (blue) ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp)) + geom_point(colour="grey75") + *geom_point(data=gmPT, * colour="blue") + scale_y_continuous(limits=c(60,85)) ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true ## Life Expectancy - Jitter --- .left-code[ ### Jitter overlapping points ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp)) + *geom_jitter(colour="grey75") + geom_point(data=gmPT, colour="blue") + scale_y_continuous(limits=c(60,85)) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- .left-code[ ### Make points smaller ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp)) + geom_jitter(colour="grey75", * width = 0.7, * size = 0.7) + geom_point(data=gmPT, size=0.7, colour="blue") + scale_y_continuous(limits=c(60,85)) ``` ### 'width` - Amount of jitter ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true ## Life Expectancy - Boxplot --- .left-code[ <br> ```r gm[continent=="Europe"] %>% *ggplot(aes(fyear, lifeexp)) + *geom_boxplot() + geom_point(data=gmPT, colour="blue") + scale_y_continuous(limits=c(60,85)) ``` ### `fyear` is a factor variable ] .right-plot[ <img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA5YAAALICAIAAACLmvgaAAAACXBIWXMAACE3AAAhNwEzWJ96AAAgAElEQVR4nOzdeXxTVf7/8U+2NulKaSlFKMgmW1EcERVQkc0BRBERBxRxQ1zg4Yq4fp0ZHUB/ioMoIjqgwgiCAoKIIAoCgoBCQdlE9lKW0kL3bE1+f9xOplNKSZvl3pu+nn9dbk7O/RyS3L5zc+69Bq/XKwAAAIB+GNUuAAAAAKgZIiwAAAB0hggLAAAAnSHCAgAAQGeIsAAAANAZIiwAAAB0hggLAAAAnSHCAgAAQGeIsAAAANAZIiwAAAB0hggLAAAAnSHCAgAAQGeIsAAAANAZIiwAAAB0xqx2AVpx+vTpMG8xPj4+OjpaRPLz810uV5i3HkT16tUzm80ikpeX5/F41C6n9lJSUkTE6/Xm5uaqXUvtmUympKQkEXG5XPn5+WqXU3tRUVEJCQkiYrfbi4qK1C6n9mJiYmJiYkSkqKjIbrerXU7tscvSGmWX5fF48vLy1K6l9iJmlxUdHR0fHy/ssgKjvKv9xFFYAAAA6AwRFgAAADpDhAUAAIDOEGEBAACgM0RYAAAA6AwRFgAAADpDhAUAAIDOEGEBAACgM0RYAAAA6AwRFgAAADpDhAUAAIDOEGEBAACgM0RYAAAA6AwRFgAAADpDhAUAAIDOEGEBAACgM0RYAAAA6AwRFgAAADpDhAUAAIDOmNUu4LxycnLmz5+/Z8+e48ePp6SkNG/efMiQIS1btqzYZtGiRbNmzary6aNHjx4wYEBYKgUAAEBYaTTCbt26dcKECU6nU0QSEhKOHz+enZ29YcOGBx54YODAgb5m2dnZ6tUIAAAAdWgxwhYWFk6ePNnpdPbq1evee+9NSEhwOp1ffvnl7NmzZ86c2aFDhxYtWigtlQg7bty4jIyMSp3YbLZw1w0AAICw0GKE/e233woKCtLS0saMGWMymUQkKirq9ttv37t37+bNm3/66adKEbZdu3ZJSUlqVgwAAIAw0uLpXEePHhWRpk2bKvnVp3nz5r5HRcRut+fm5tpstuTk5PAXCQAAALVo8Shsw4YNReTAgQNOpzMqKkpZ6fV69+7dKyJpaWnKmuPHj4tIenr6jh07VqxYkZ2dHR8ff/HFF/fq1eviiy9Wp3QAAACEnsHr9apdQ2Uul2v8+PF//PHHFVdcMWLEiMaNG+fm5n755ZfLly9PSkp68803U1JSROTHH3987bXXTCZTWVlZxaebTKZhw4YNHTq0ys4/+eSTrKysSitbtmx5yy23hGg452OxWJTDzE6n0+PxhHnrQRQVFWU0GkXE4XBo8O3kP6vVKiJer9fhcKhdS+0ZDIbo6GgR8Xg8ygmROmUymSwWi4iUlZW5XC61y6k9s9lsNptFxOVyVdpZ6UvE7LKio6MNBoOwy9IGdllao+4uS3lX+0mLEVZEiouLp0yZ8tNPP1Vc2apVq2effTY1NVX554IFC2bPni0iffv2vfHGGxs3bpydnb1o0aJ169aJyP/93/917tz53J5HjRq1bdu2Siu7des2ZcqUkIwEAAAAwabFubAikpmZuWvXLhGxWq3NmjWLj48XkSNHjqxfv96XuRMTE6+99toHHnjg0Ucfbd26dUxMTKtWrcaNG9ejRw8RmTFjhnrlAwAAIIS0eBR248aNkyZNslgsjzzyyA033KD84pOZmTllypTc3Nw777zzjjvuqObpx48fHz16tIjMnj07MTGx0qO7du0qKiqqtLJevXrKBNxwiomJUX50KC4udrvdYd56EMXFxSk/LxYUFGjw7eQ/5d3i9XoLCgrUrqX2jEaj8pXP7XYXFxerXU7tWSyWmJgYEXE6naWlpWqXU3vR0dHKT2OlpaW6/p2UXZbWsMvSFHZZQXFubKuGFk/n+uijj7xe7913392zZ0/fyk6dOj355JMvvPDCggUL+vfvr7zjq5SWlhYdHe1wOI4cOdKxY8dKj7Zv377KZ50+fTooxfvPN5nM7Xbret6M72+A2+3W9Qw5H12/HL7reHi9Xl0PRPnuKiIej0fXA1Fin+h/hhy7LG3S+yc9YnZZyjkhwi4rjDQ3kaCoqEi51ECXLl0qPZSRkWGz2ZxO56FDh6rpwWAwKNcx4O4GAAAAEUlzETYqKkr5TnbueXBer1f5xhwbG2u32x977LGxY8fm5+dXalZYWFhYWGgwGNLT08NTMwAAAMJJixG2WbNmIrJ+/fpKD/38888Oh8NisTRt2tRqtSYmJh4+fHjZsmWVmi1dulRELrnkEuU6HQAAAIgwmouwIjJkyBARmTdv3uLFi5XL3ZWVlf3www/Kda9uvfVW5YplAwYMEJHPPvts6dKlyrkFpaWln3/++YIFCwwGg3JGFwAAACKPFk/n6t69+/79+xcuXDhz5sxZs2bVq1cvPz9fmUJw1VVXDRs2TGl21VVXDR48eOHChR988MHMmTMTEhLOnDkjIlFRUaNGjWrVqpWaYwAAAEDIaDHCisjIkSO7deu2aNGiQ4cOnTx5MjU1tUmTJv369evcubPvPGWlWadOnRYvXnz06NH8/PzmzZu3aNFiyJAhjRs3VrF4AAAAhJRGI6yIKPcpqL6NwWDo1KlTp06dwlMSAAAAtECLc2EBAACAahBhAQAAoDNEWAAAAOgMERYAAAA6Q4QFAACAzhBhAQAAoDNEWAAAAOgMERYAAAA6Q4QFAACAzhBhAQAAoDNEWAAAAOgMERYAAAA6Q4QFAACAzhBhAQAAoDNEWAAAAOgMERYAAAA6Q4QFAACAzhBhAQAAoDNEWAAAAOgMERYAAAA6Q4QFAACAzhBhAQAAoDNEWAAAAOgMERYAAAA6Q4QFAACAzhBhAQAAoDNEWAAAAOiMWe0CAAAAoAkHDx4sLi4WkYSEhJSUFLXLqQ4RFgAAACIic+bM+fbbb0Xk9ttvv//++9UupzpMJAAAAIDOEGEBAACgM0RYAAAA6AwRFgAAADpDhAUAAIDOEGEBAACgM0RYAAAA6AwRFgAAADpDhAUAAIDOcHcuAACAgDidzoKCAhFxu91q11JXcBQWAAAgIPPnz+/Zs2fPnj1ffPFFtWupK4iwAAAA0BkiLAAAAHSGCAsAAACdIcICAABAZ7giQTmTyRTmLRoMBmXBaDSGf+tB5BuIyWTyLeuarl8OX/EGg0HXAzEay79g630gkfdJj6SBRMAuS+8fkIjZZVV8L0XGQLT/ihBhyyUlJam16fj4eLU2HVyJiYlqlxAEBoNBxTdDEJnN5sgYSHR0dHR0tNpVBEFMTExMTIzaVQRBxOyy6tWrp3YJQcAuSyOioqKUBaPRqOuB+GKr9l8RImy5wsLCMG/RarVaLBYRKSkpKSsrC/PWgyg2NlY5YFZUVOT1etUup/aUP8xer7eoqEjtWmrPaDTGxsaKSFlZWUlJidrl1J7ZbLbZbCLicrnsdrva5dReVFSUEsHtdrvL5VK7nNqz2Wxms1nYZWkGuyxN8X26PR5P+BNFEPk+3W63O/wDqdE3ZCJsOYfDEeYt+r6xuVwuvf9hU/4eOJ1Oj8ejdjm15/vkhP/NEEQmk0n5e+DxeHQ9EK/Xq0TYsrIyXQ/Ed0jD7XbreiBRUVFKhGWXpRG+CKvr91XE7LIqvpd0PRDf9zpV3lo1irCczgUAAACdIcICAABAZ4iwAAAA0BkiLAAAAHSGCAsAAACdIcICAABAZ4iwAAAA0BkiLAAAAHSGCAsAAACdIcICAABAZ4iwAAAA0BkiLAAAAHSGCAsAAACdIcICAABAZ4iwAAAA0Bmz2gUAAIA66vDhw3PmzBERq9V66623ql0O9IQICwAA1HHs2LGPP/5YRBo0aECERY0wkQAAAAA6w1FYAAAAHTt79uzs2bMLCgoC7+r3339XFjZu3HjixInAO0xOTh4xYkRsbGzgXVVChAUAANCxjz/+ePny5cHtMysrKysrKyhdWa3We+65JyhdVcREAgAAAB3Lzc1Vu4Tq5OXlhaJbjsICAABEgk6dOl122WVqV1Fu06ZNe/bsCV3/RFgAAIBI0KVLlwcffFDtKsqVlpaGNMIykQAAAAA6Q4QFAACAzhBhAQAAoDNEWAAAAOgMERYAAAA6wxUJAAAAIGVlsmWL7N8vRqO0aSOXXy4Gg9o1nR8RFgAAoE5zu2XKFHn9dTl16r8r09Pl//5P7r9fo0GWiQQAAAB1V0mJDBggTz/9P/lVRI4elVGjZPhwcbtVqqxaHIUFAAB11NGjRw8dOhR4PwcPHlQW8vLy1q1bF3iHycnJ7dq1M4Tl+OcDD8jKled9dN48adRIJk8OQyE1Q4QFAAB10S+//PLSSy95PJ4g9vnHH3/84x//CEpXw4YNGzlyZFC6qsaaNTJ37gXavP223H+/dOgQ6lpqhokEAACgLtqxY0dw82twZWZmhmEr//rXhduUlcmsWaEvpYY4CgsAAOoiX3612Wz169dXtxif4uLis2fPSoXyQmrDhmA2CyciLAAAqNO6d+8+ceJEtasot2DBgtdeey1smzt92q9mOTkhrqPmmEgAAABQRyUnB7NZOBFhAQAA6qirr/ar2TXXhLiOmiPCAgAA1FH33HPhNkajhP7SCDVGhAUAAKij+vaVQYMu0ObBB6VTp7BUUxNEWAAAgLrrk0+kW7fzPnrTTTJlShir8RtXJAAAAIgEy5Ytq93VZDt0MDscN27f3svlsvpWWq3Ff/rTN02arH788dpc3uvw4cO1eJb/iLAAAOhMTk7OE088oSxPmDDBZrOpWw804tixY8eOHavtszdkZEwoKrrc4UgXKbNaj8TFZToc7i1bgllhEBFhAQDQGZfLtXv3bmW5rKxM3WIQMYxGR0LCTyI/qV2IX5gLCwAAAJ3R7lHYnJyc+fPn79mz5/jx4ykpKc2bNx8yZEjLli0rNSsoKPjss882bdqUl5cXHx9/2WWXDR06tEmTJqrUDAAAgDDQaITdunXrhAkTnE6niCQkJBw/fjw7O3vDhg0PPPDAwIEDfc1Onz79zDPPnD59WkRsNtuZM2fWrFmzYcOGV155pV27dqpVDwAAgFDSYoQtLCycPHmy0+ns1avXvffem5CQ4HQ6v/zyy9mzZ8+cObNDhw4tWrRQWk6fPv306dONGzceP358s2bNcnJypk2btnXr1jfffHPGjBlGI9MkAABAXdGiRQtfRlLd3r17jx49Grr+tRhhf/vtt4KCgrS0tDFjxphMJhGJioq6/fbb9+7du3nz5p9++kl5eXJzc7ds2WIymV5++eW0tDQRSU1NHT9+/JgxY06dOrV9+/bLL79c5ZEAAIA6ICtL9u2T0lJp0ULatlWtjN69ez/44IOqbf5/vf766yGNsFo8TqkMuGnTpkp+9WnevLnvURFZtWqV1+vNyMhQ8qvCZrN169ZNeTR8FQMAgDpp5Uq5+mpJT5eePWXAAGnXTpo3l/feEy4UEWpajLANGzYUkQMHDihzYRVer3fv3r0i4gus+/fvF5Errrii0tOVNfv27QtPtQAAoG566SX5859l06b/WXnokDzyiAwcKMXFKpVVN2hxIkHXrl2//PLLP/74Y+LEiSNGjGjcuHFubu6XX36ZmZmZlJQ0YMAApdmZM2dEpEGDBpWenpKS4nv0XCUlJW63u9JKs9lsMBiCPAy/GQwGFbceRJE0ELVLqL2KxTMQTYmkD4iuB+IrXtcDqfQBiZiBqFhJLUydKq++et5Hly+Xe++V+fMD2oTu/k+qFKK3qBYjrMVieeWVV6ZMmfLTTz/98ssvvvWtWrV69tlnlYQq/wmpcXFxlZ6ekJAgIg6Hw263W63WSo8+9thj27Ztq7SyW7duU9S7AbBScARISkpSu4QgMBgMycnJalcRBBaLJTIGYrVaz/0g61FsbGxsbKzaVQQBuywtKCkp8S3Xr18/Pj5exWIC4ftQqLLvDeSuZidPyvPPX6DNggWyfLn061fLTZjNZj//T6Kiomq5jbCIjo4OxYurxYkEIpKZmblr1y4RsVqtzZo1Uz6cR44cWb9+vdfrVdoUFBSISExMTKXn+tacPXs2fBUDAIA649//lqKiCzd7//3Ql1JXafEo7MaNG19//XWLxfL444/fcMMNysHnzMzMKVOmfPTRRy6X64477hCR+Ph4u91ut9srPd333bTKAx7NmjU79ynp6ennzi4INZPJpAytrKzMl8v1yDeQ8P8fBpfZXP5x0PVADAaDch6k1+vV9W0nfQPxeDwej0ftcmrPaDQqF/jT+0DYZWlKxU+32+3W71gqfijCP4pAPpJr1/rV7Icfar0F8Xq9fv6faPwj6fF4/ByI7w+xX41rW08IffTRR16v9+677+7Zs6dvZadOnZ588skXXnhhwYIF/fv3j4+PT0pKysnJKSwsrPR0ZY3FYjl3joGIvPjii1VuVLk/QjjFx8dHR0eLSFFRkcvlCvPWg6hevXrKe66goEDXf6GVOSper1fXx+9NJpPy86jb7c7Pz1e7nNqLiopSfrB2Op1F/hzr0KqYmBjlp6GSkpJzvz/rCLssTVF+h1Tk5+fr9/uq76iTKvteh8NR6+eeOuVXs7NnxemU2v3OX1ZW5uf/icY/kk6n08+B+CaL+kNzEwmKioqOHz8uIl26dKn0UEZGhs1mczqdhw4dkv9MY8rLy6vUTJkjm5ycHBmToAEAgNbUq+dXs5iYWuZXXJDmImxUVJTy6+G53ym9Xq/yjVmZIaDc4CAzM7NSM+VsLeUisgAAAEHXubNfza68MsR11GFajLDNmjUTkfXr11d66Oeff3Y4HBaLpWnTpiLSp08fg8GQmZlZ8dfSsrKyjRs3isiNN94YxqoBAEAdMny4/O/9l6o2YkToS6mrtDgXdsiQIa+//vq8efOio6P79esXHR1dVla2fv36GTNmiMitt96qTGNKSUnp3Lnzli1bJk6c+NJLL8XGxjqdzvfee+/o0aNpaWncXRYAgBDZt29fUG4hdPDgQWWhtLT066+/DrxDi8XStWvXMFzArm1beeQRmTq1ujZXXCEjR4a6kLpLixG2e/fu+/fvX7hw4cyZM2fNmlWvXr38/HxlCsFVV101bNgwX8uHHnpo//79u3btuvPOO9PT07Ozs10ul9Vqfeqpp5gICwBAKBw6dOjxxx8P7jlkRUVFb7/9dlC6+vbbb19//fWgdFW9N96Q/fvlfMG7VStZtEhqcoY9akaj/7UjR47s1q3bokWLDh06dPLkydTU1CZNmvTr169z584Vs2mDBg2mTJkyb968zZs3Z2VlxcfHd+rU6S9/+ctFF12kYvEAAESwP/74Q8vXQAjbHeajomTJEpk0SV57TSpeHslkkrvvljfekPr1w1NIHaXRCCsirVq1Gjdu3AWbJSYmjh49evTo0WEoCQAA+K5CGh0drZxarQXFxcVHjhyR8F4k1WSSF16Qxx6Tb7+VPXvE6ZTmzaVPH2nUKGwl1F3ajbAAAEDLGjduPHv2bLWrKLd169YHH3ywds89dOjQxx9/HGAByg/AXq+sXBlQP7/++muAldQRRFgAAFCnBevsNIST5i6qBQAAAFSPCAsAAACdIcICAABAZ4iwAAAA0BlO5wIAAHWaxWKx2WxqV1HO6XTa7Xa1q9ABIiwAAKjTevToMXHiRLWrKLdgwYLXXntN7Sp0gIkEAAAA0BkiLAAAAHSGCAsAAACdIcICAABAZ4iwAAAA0BkiLAAAAHSGi2oBAOqQgoICs9ksImVlZQaDQe1yANQSERYAUIfcdNNNTqdTRN5666127dqpXQ6AWmIiAQAAAHSGCAsAAACdIcICAABAZ5gLCwAAVPDDDzJ3rvz6q+TnS+PG0rOn3HuvpKaqXRZ0gggLAADC6swZuftu+eqr/67ZuVNWrpR//EMmT5YHHlCvMugHERYAAIRPQYFcf738+msVDxUWyqhRcvasPP102MuC3jAXFgAAhM/jj1edX33Gj5ctW8JVDXSLCAsAAMLk4EH55JMLtPF45O9/D0s10DMiLAAACJOlS6Ws7MLNvv1WSkpCXw30jLmwAACEyYkTJ7Zt2+b1egPs5+zZs77lb7/9Njo6OsAOjUZj586dU1JSAuzngvbt86uZwyGHDwt3T0M1iLAAAIRDcXHx2LFjCwsLg9vt+++/H5R+UlJSZs2aZbFYgtLb+fhzCLamLVE3MZEAAIBwyM7ODnp+DaLTp0/n5eWFeisXX+xXM5NJmjYNbSXQO47CAgAubNq0aSdPnhSRG2+8sWPHjmqXo0sV5w+008xv5GVlZb///nvYNjdggIwff+Fm114rCQmhrwZ6RoQFAFzYzz//vHfvXhHp2LEjETZws2fPVruEcmfPnu3du3fYNtehg9x8syxZcoFmzz0XlmqgZ0wkAAAA4TN9ujRpUl2DsWOlb99wVQPdIsICAIDwadRIfvhBLr20ioeMRnn2WfnnP8NeE3SIiQQAACCsWrSQX36RTz6RuXNlxw7Jz5cmTaRnTxkzpupoC5yLCAsAAMLNbJb77pP77lO7DugWEwkAAACgM0RYAAAA6AwRFgAAADpDhAUAAIDOcDoXAITQwoULf/vtNxHp3Llzjx491C4HACIEERYAQmjXrl2rVq0SkXr16hFhASBYiLAAAKA2SktLN2/erHYV5fbt26d2CQgrIiwAAKiN48ePP/LII2pXgTqK07kAAACgM0RYAAAA6AwRFgAAADrDXNhycXFxYd6i2Vz+n2+z2aKjo8O89SAyGsu/CMXGxnq9XnWLCYrwvxmCyGAwKAsmk0nXAzGZTMqCxWKJjIHo/RXx0fsr4mOz2cI8kJiYmHBurhZiYmL8+T+xWq1hKKbWDAaDn6+sxWIJdTGBMBqNfg7Elyi0KUQ7DU2POZzC/z72JT+z2azr5OfLTBr/CPnJYDBofKfmJ70PxPe+MhqNuh6IT8S8IiaTSdcD8Qn/QLS/kzSbzf78n/i+mGmWn6+sxgfi/07D9/HUphDtxrX+cQqbM2fOhHmL8fHxysHXwsJCl8sV5q0HUb169ZT9cn5+vsfjUbuc2ktJSRERr9cb/jdDEJlMpqSkJBFxu935+flql1N7UVFRCQkJIuJwOIqKitQup/bKysqUBbfbreu3lu+btt1uV2UgZ8+etdvtgffjG8jhw4cD/7NqNpvr16/vOyRRvYKCggA3F2oFBQU2m+2CzYqLi5WFpk2bTp06NcRF+Wvnzp3PP/+81GQ3HpR3VOiUlZX5ORCNpwiHw+HnQJQ/xH4iwgIAtO7tt9/++uuvg9vnq6++GpR+WrRoMXnyZI3/th4iZrO5cePGaldR7uTJk2qXgLDidC4AgKa53e5vvvlG7SrO68CBA7t27VK7CqDOIcICADTN4/FofJKS2+1WuwSgzmEiAQBAN2bOnHnxxRerXUW52267TdfzmwFdI8ICAHQjLi5OOc9PCzR+GjgQ2ZhIAAAAAJ0hwgIAoD9nzsiBA6L563QBoUKEBQBAN0pKZOJEadNG6teXli0lMVEuu0zeflucTrUrA8KLCAsAgD7s2yeXXy7PPy+///7flTt2yGOPyTXXyLFj6lUGhB0RFgAAHTh1Svr0+Z/wWtHWrfLnP0thYXhrAtRDhAUAQAeefVYOH66uwW+/SZDuOAboABEWgBZ98cUXPXv27Nmz53PPPad2LYD6cnNl9uwLN3vvPXE4Ql8NoAFEWABa5HK5CgoKCgoKSktL1a4FUN+aNeLPLcAKC2XTptBXA2gAERYAAK3LyvK35dGjoawD0AwiLAAAWhcbG/yWgK4RYQEA0LqMDH9bduwYyjoAzTCrXQAAALiALl2keXM5ePACzTp3lpYtw1IQNGnPnj0LFy5Uu4py+/fvD2n/RFgAALTOaJSJE+Uvf7lAm0mTwlUQNGnt2rVr165Vu4owYSIBAAA6cMcd8tRT1TWYMEF69QpXNdCSuLg4tUuoTmxoJmhzFBYAAH144w1p0UJeeEHOnv2f9Q0byuTJMny4SmVBbXfeeefZs2cLg3FztpMnTxYUFIhIUlJSSkpK4B0mJSXddtttgfdzLiIsAESslStXvvPOO06nM4h9vvXWW2+99Vbg/TRt2nTixInJycmBd1WnPPKIDB8uixfLpk2SmyupqdKtmwwcKNo+DIfQaty48YQJE4LS1Ztvvvntt9+KSO/eve+///6g9BkiRFgAiFhffPFFcPNrEB05cmT9+vW33HKL2oXoT716cs89cs89atcBqIq5sAAQsTSbXxUaLw+AlnEUFgAi35gxY6666iq1qyg3ceLEXbt2qV0FAH0jwgJA5LvooovatWundhXlQnR6MoA6hYkEAAAA0BmOwgIAEG4jRoxQu4RyZWVlapcA1AYRFgCAcNu9e7faJQD6xkQCAAAA6AwRFgAAADpDhAUAAIDOEGEBAACgM5zOBQBAuA0ePFjtEso5nc6vvvpK7SqAGiPCAgAQbs8//7zaJZQ7e/YsERZ6xEQCAAAA6AwRFgBQhxQXy4EDcvq02nUACAwRFgAQ+crK5F//ks6dJT5eWraUBg2keXN56SXJz1e7MgC1QoQFAES43Fzp1UseeEB++UW83vKVhw7Jq69Kx46SmalqcQBqhQgLAIhkDofccov88EPVjx49Kn37yqFDYS0JQOCIsACASPbOO/Ljj9U1yMmRsWPDVQ2AIOGiWgBQ2bFjx6ZOnXrixInAu8r/z1zL5cuXr1+/PvAOmzRp8thjjzVo0CDwruoCr1emTLlws6++kn37pHXr0BcEIEiIsEBE+fXXXz/44AMRSUhI+Nvf/qZ2OXr16aefZgZ7gmRxcXFxcXHg/Zw4ceLzzz9/+OGHA++qLti7V44e9avlqlVEWEBPiLBARCkuLt69e7eIJCcnq12LjgUla4ZOSUmJ2iXoRlaWvy39TLoANIIICwDn1b179+uuu07tKsqtXLny559/VrsKnYmNDX5LAFpAhAWA82rXrp127mW/f/9+ImxNtW0rZrO43Rdu2bFj6KsBEDxckQAAELGSkqRPnws3S06W3r1DXw2A4JhAD7EAACAASURBVNHiUdi777777Nmz1TcYMmSIiCxatGjWrFlVthk9evSAAQNCUh8AQD9efVVWrRKXq7o2L78sMTHhKghAMOjyKKzJZFIWsrOz1a0EAKBxf/qTTJsmxvP/uRsxQsaMCWNBAIJBi0dhp06d6vF4zl1fUFAwfvz4mJiY3v/5vUeJsOPGjcvIyKjU2GazhbpOAIAuPPCANGwojz5a+bIDsbHywgvy7LNiMKhUGYDa0mKETUxMPHel1+udPn16aWnpiy++GB8fr6xUImy7du2SkpLCWiIAQFcGDpQ+feSrr2TtWjlxQhITpXNnufVWSU1VuzIAtaLFCFul1atXb9y4cejQob4Drna7PTc312azcf1LAMAFWa0yZIgMGaJ2HQCCQR8RNi8vb8aMGU2aNBk2bJhv5fHjx0UkPT19x44dK1asyM7Ojo+Pv/jii3v16nXxxRerVisAAABCTB8Rdu7cuSUlJY899pjvRC75zyyC/fv3v/TSS76V27dv/+qrr4YNGzZ06NAqu/riiy/OPQmsWbNmffy57EpQmc3l//lWqzUqKirMWw8i43/OkoiJifF6veoWExSxer7EecX3kq4H4vuAGAyG8A+k4q5Gg8xms5//J8ZqTmLSgKioKH8G4nszaJbVavVnINo/ScNms/kzkOjo6DAUU2v+7zQsFouysGPHjmeffTaURdVA1n/uKWc0GsO/9/PtNEwmk8b/iGh9vyAiWVlZ3377bZs2ba6++uqK65UkWlZW1rdv3xtvvLFx48bZ2dmLFi1at27dnDlzWrRo0blz53N7++abb7Zt21ZpZbdu3W6++ebQDaF6Gt8X+M9qtapdQhAYDAbt/5mpRsUIq+uB+EKkKq+IxiOsyWTy8//EoO3TlCwWiz8D0XgQF5GoqCh/BqL9vb3VavVnINo/7OLnB8T37ejkyZMnT54MZUW1YTQaw7/3833cVNl6jeggws6ePdvj8YwcObLSvjgxMfHaa69t06bNwIEDlYdatWo1btw4k8m0Zs2aGTNmVBlhAQAARETj0w41Xp7qtB5hDx8+vHHjxpYtW5572ay+ffv27dv33KcMGzZszZo1J06cyM/PP/fiBiNGjOjXr1+llWlpaUVFRUEs2x9Wq1X5/ldaWlpWVhbmrQdRTEyM8qWtuLhY1xMJ4uLiRMTr9RYXF6tdS+05HA7fcvjf1UHk/s8tQb1eb/gH4vbnhqTqcbvdfv6fVHmBQu1wOp3+DKTiu1qb7Ha7PwMpKSkJQzGBKCkp8Wcgdrs9DMXUmv87jRtuuMHpdB4+fDjwje7atWv79u0i0qhRox49egTYm8FgSE5O7t+/f/j3fr6dRllZWfi3rvwh9pPWI+w333wjIr1rcuO/tLS06Ohoh8Nx5MiRjufc9Pq6666r8lmnT5+udZG1Y7FYlAjrdDpd1d83RtusVqsSYR0Oh8b/XlbP98nR+N65ehXfS7oeiO97ndfrDf9ANP5OLisr8/P/ROPfKl0ulz8DcTqdYSgmEE6nMzIG4nA4/BmI9v9m+b/TCDxuKhYsWKBE2PT09JEjRwalT1FjN+7b+3k8nvBvvUYRVtMTjOx2++rVq00m0/lyZ5UMBoMyTUfjczgAAABQO5qOsOvWrSspKbnqqqt89zLwsdvtjz322NixY/Pz8ys9VFhYWFhYaDAY0tPTw1UpAAAAwkfTEwnWrVsnIlWelWW1WhMTEzMzM5ctWzZ8+PCKDy1dulRELrnkEu2f+wkAqJGNGzceOHBA7SrKaX9iABDBtBthHQ7Hzp07RaR9+/ZVNhgwYEBmZuZnn30WHx/fr18/s9lcWlq6bNmyBQsWGAyG0aNHh7deAEDIvfXWW2qXAEATtBthf/vtN5fLlZiY2KhRoyobXHXVVYMHD164cOEHH3wwc+bMhISEM2fOiEhUVNSoUaNatWoV3nqhb8XFxcuWLRMRr9fbt29f7V/1EACAuky7EXbr1q0i0r59+2ouzT1y5MhOnTotXrz46NGj+fn5zZs3b9GixZAhQxo3bhzGShEJioqKpk6dqixfd911RFgAALRMuxF21KhRo0aNqr6NwWDo1KlTp06dwlMSAAAAtEC7ERYAoB12u5w6JdHRkpoq2r5tLYA6QdMX1QIAqG7ZMunVS+LjpVkzSUuTtDR59FE5dkztsgDUbRyFBQBUzemUUaPkk0/+Z+WpUzJtmsyeLZ9+KjfdFO6SZs6cqZ0bxw8ePPjs2bNqVwHUUcGMsKdPn/7+++9/+eWXkydPut3u+vXrX3755b169WratGkQtwIACI8HH6ycX30KC+W222TVKrn22rCWFBcXl5CQENZNnp9yb20AqghOhD1+/Pj48ePnzZt37n2TjUbjoEGD3nrrLYIsAKhl8+bNRUVFNXrKtm0NP/64WzUNnE65446iKVNWmUyeGvV86tSpGrUHgHMFIcJu3bq1T58+eXl5vjXR0dEul8vj8YiIx+NZuHDhd999t2rVqirvswUACLXFixcvXry4Rk/Zt2/qBdscPx733HM/1qu3urZ1AUAtBRphz549279/fyW/Dho0aMyYMW3btm3UqJHb7T548OC6desmTJhw8ODB/Pz8m266ac+ePfXq1QtG2QA0au3atSdOnAi8H+XmfCJy4sSJ+fPnB96h1Wrt06ePzWYLvKu6wOs1FRb6ddChoKALERZA+AUaYadMmXLy5Emz2fzNN9/06tXLtz4qKqpNmzZt2rQZOXLkiBEjPvvss5MnT06ZMuXll18OcIsRY/r06cePHxeRPn36XHbZZWqXAwTB999///rrrwe3z6ysrJkzZwalq3379j311FNB6Sriud1JXq/Fn5YuV8NQFwMA5wp0KvqiRYtE5PXXX6+YXyuyWCwzZ8685JJLRKSmP2NFtp9//nnVqlWrVq3Kzs5WuxYgOI4cOaJ2CdU5fPiw2iXohtFo97tlaUgrAYAqBXoUdv/+/SJy++23V9MmJibmpptumjx5stIYQMSrX79+q1at1K6i3KlTpw4dOqR2FTpjMhVFRZ1wOtMu2NJmY8cOQAWBRliv1xsXF9e4cePqm7Vv315ElBO8AES8Tp06BX1GQa198cUXEydOVLsK/UlK+vbkyRHVtzEYPPXqrQpPPQBQUaARtlWrVtu3bz906FDz5s2rabZr1y4Rqb4NACBEJkyY0Ldv3xo9JSdH2rWT3Nzq2owaZXz//YU1Lebhhx/esmVLTZ8FABUFOhd2+PDhIjJjxoxq2uTn5ytTZgcPHhzg5qBBDz744IgRI0aMGPHHH3+oXQuAoGnQQBYskJiY8zbo2lX++c8wFgQAFQQaYceMGZORkTFp0qR//vOfbrf73AZ5eXl/+ctfDh48mJ6ezrnAEen333/fvXv37t27S0pK1K4FQDDdcIP88INcemnl9WazPPywrFolXKMMgFoCnUgQExPz9ddfDx48+Iknnpg6dero0aPbtWvXrFkzp9N58ODBLVu2TJ8+vbCwMC4ubsaMGXl5eRXvgKDQzt2uAQCVdO4s27bJqlWycqUcOybR0ZKRIYMHS4sWalcGoG4LNMKmpKSIiHJf2QMHDowfP77KZkVFRf369avyIa/XG2ANAIDQMRqlb1+p4UxaAAitQCNsbvVT/QEAAIBgCzTCzp49Oyh1AAAAAH4KNMLeddddQakDAAAA8FMQbm1gMBj8bOxwOKKjowPcIgCEjcPhKCgoULuKck6nU+0SAEArAo2wgwYNmjFjRsOGDS/YctOmTffdd9/OnTsD3CIAhM0nn3zyySefqF0FAKCyQK8Lu2TJkoyMjC+++KKaNqWlpePGjevatatyjy4AAAAgEIFGWKvVevr06SFDhtx1111nzpw5t8G6desuu+yyN954w+PxxMfHB7g5ANAXpzOtqOhPRUWXu1wN1K4FACJHoBF2x44d1113nYj8+9//zsjIWLFihe+hoqKixx577Prrr9+3b5+IDBw4kKOwAOqOM2f67to199dfv9q7d8bevR/s2PH1nj0f5+d3V7suAIgEgUbY1q1br169etq0aXFxcdnZ2X/+858feuihoqKi7777rmPHjm+//bbX601NTf3ss8++/PLLJk2aBKVoANAyr9d06NBfDxyYUFrausJqQ3Fxhz/++OfRo0+J+HsWLACgSoFGWBExGo0PP/zwzp07lftvvf/++y1atOjdu/ehQ4dE5N577929e/fQoUP9v3ABAOhaVtbjubk3ne/RU6eGHT9+fzjrAYDIE+gVCXyaNm26bNmysWPHvvvuuzk5OSJiMBgWLlw4aNCgYG0CAMKsV69effr0qdFT9u2Lf/TRLtW3OXXqwYkTO150UWmNel6yZMmGDRtq9BQAiFRBi7AFBQXPPffctGnTfGu8Xu/YsWOjoqL69+8frK0AQDgpvynV6Cmffy5e7wXauN3GPXu63X13zYrZtm1bzZ4AAJErCBMJRGT58uUZGRlKfm3fvv2mTZs++OCDuLi4rKysAQMGjBgxIjc3NygbAgCN++EHv5qtWRPaMgAgsgV6FDY3N/eJJ56YPXu2iBiNxnHjxv31r3+1Wq1dunTp1avXvffe+8MPP8yZM2fFihXvvPPO7bffzoxYAJHt5MlgNgO0rLCwcOHChWpXUe7IkSNql4CwCjTCtm/f/tSpUyLSrl27jz76qEuX/84Aa968+ffff//2228/99xzOTk5d9xxx9y5cxctWhTgFgFAyxITpaprZFfRDNC7nJycCRMmqF0F6qhAJxKcOnXKaDQ+88wzW7durZhfy3s3Gh9//PFt27YpDy1evDjAzQGAxv3pT34169w5xHUAIaPxGxVpvDwES6BHYdu2bfvRRx9dddVV1bf58ccfX3vttb/97W8Bbg4ANG7ECPHnl9W77gp9KUBodOnSZdCgQTt37gy8q+Li4uzsbBExm83NmzcPvMOoqKjhw4cH3g+0L9AIu23bNqvVeuHNmM0vvPDCgAEDAtwcAGjcLbfIDTfI6tXVtbntNrnuunAVBASb0Wh86KGHgtLVpk2bXn75ZRFJSkqaOnVqUPpEHRFohK2UX3Nycnbt2lVQUFBUVDRs2DAR8Xq9vlO4OnXqFODmAEDjDAb57DO54QY53yGqLl1k5szw1gQAESc4F9XyeDyzZs3q0KFDampqjx49br75Zt9h/O7du0+cOLGwsDAoGwIA7WvQQDZskAcfFPP/HiWIjpYnn5Q1ayQhQaXKACBSBOHWBiUlJQMGDFhznoscHj58+Pnnn1+4cOHy5ctTUlIC3xwAaF9Cgrz/vvztb7J8uRw6JAaDtGolf/6zsBcEgKAINMJ6vd5hw4Yp+bVhw4b33HNP+/btR44c6WvQo0ePf//73z///PMtt9yyfv16rgsLoO5IS5N771W7CACIRIFOJFi9evWSJUtEpF+/frt27Zo0adLQoUMrNpgzZ86HH34oIhs2bPjmm28C3BwAAAAQ6FHYd999V0QuuuiiOXPm1K9fv8o2999//4IFC1asWPHhhx/269cvwC0Ckcfr9X7++efbt28vKysLsKuCggLfwnPPPRdwaRIbGzt48OD27dsH3hUAAMESaIT99ddfRWT48OHny6+KgQMHrlixYu/evQFuDohImZmZ//rXv4Lbp8vl2rZtW1C62rdv38cffxyUrgAACIpAJxIotyTu2LFj9c1SU1NF5MCBAwFuDohIeXl5apdQHY2XBwCogwI9ChsXF+dwOLKysqpvdvToURGx2WwBbg6IbImJiYMGDVK7inKnTp1avny52lUAAFCFQCNshw4d1q5d+/XXXz/77LNG43mP6a5bt05EWrduHeDmgMiWlJQ0duxYtasol5mZSYQFAGhToBF2yJAha9eu/fHHH996662nnnqqyjbff//94sWLRYQbzAJ1xLZt2x555BG1qyh36tQptUsAAARZoBF21KhRU6ZM2b9//9NPP7158+ZnnnmmTZs2vkdzc3Nnzpz50ksviUhiYuKjjz4a4OZCJ/y3XfBdItdms0XGTR8SEhL0OxCn0+lbTk5OTkxMDOfW4+Pjw7m5mjIYDH6+sr7JQmfOnNm8eXMoi6oNs9ns50CioqJCXUwgoqOj/RyIyWQKdTGBiI2N9WcgDocjDMUEws+9n/a/TSUlJYV5Nx4XF6cs+L+f0abo6GhlwWg06nog5v/cVNBisWh8IIFGWKvVunTp0uuvvz4nJ2f+/Pnz58+PiYlRHkpPT/fNkTWZTJ9++mn1Vy1QV1FRUZi36PV6lQWXyxX+rYeC3W7X70BKSkp8y8XFxWH+w2+328O5uVrw85Wt+E1Agzwej58DcbvdoS4mEG6328+BeDyeUBcTCKfT6c9AtB9h/dz7VdzPaFNJSUmYd+MVX1z9/gWRCjsNr9er64H4dhplZWXhH4jvK40/gnCD2Xbt2mVmZj766KPKbAHfR9SXX1u1ajVr1qzu3bsHvq3QUTFDuN1u7ScYfzidTv0OpOJu1G63h/kgnMvlCufmasrr9fr5ygZ+XduQ8ng8fg5E48mvrKzMz4H4viprk8vl8mcgGv9qJH7v/bQ/EIfDEebduG/v5/9+Rpt8ez+9D8S39/N/hxlE4Y6wInLRRRctWrRo3759S5Ys2bRp04kTJ0pKSurVq9e2bdu+ffsOGDBA4z9mAQAAQEeCE2EVrVu3Pt8ZXQAAAECwBDPCAoAiNTX10ksvVbuKcllZWXv27FG7CgBAMAU5wubk5OzataugoKCoqGjYsGEi4vV6fafeA6gjMjIyJk2apHYV5b744ouJEyeqXQUAIJgCvcGswuPxzJo1q0OHDqmpqT169Lj55puHDx+uPNS9e/eJEycWFhYGZUMAAABAEI7ClpSUDBgwYM2aNVU+evjw4eeff37hwoXLly/X+AXGAAAIj86dO6tdAqBvgR6F9Xq9w4YNU/Jrw4YNx48f//HHH1ds0KNHDxH5+eefb7nlFo1f3gUAgNDxXTRes7h8EHQk0Ai7evXqJUuWiEi/fv127do1adKkoUOHVmwwZ86cDz/8UEQ2bNjwzTffBLg5AAB0Kj09vWnTpmpXcV5t27bV8h2IgEoC/Ub47rvvishFF100Z86c873177///gULFqxYseLDDz/s169fgFsEEPFOnpRly2T3bnE6pVkz+fOfpX17tWsCAmaxWN59993Dhw8H/ptkTk7O3//+d2X5tdde890Xs9aMRmOzZs2MxuCcIQOEQaAR9tdffxWR4cOHV//VbeDAgStWrNi7d2+AmwMQ2RwOeeEFmTpVKt7G6Kmn5KabZNo0SU9XrzIgGCwWS6tWrQLvJzY21rfcsmXLGt3TCIgMgX7fOnLkiIh07Nix+mapqakicuDAgQA3ByCClZZKnz7y5pty7m04v/pKunQRru4KAFAEGmGVb35ZWVnVNzt69KiI2Gy2ADcHIII9+qisW3feR0+ckFtuET3fexwAEDSBTiTo0KHD2rVrv/7662effbaaOTTr1q0TkdatWwe4OaCSqVOnrl27NvB+PB6Pb/m+++4L/H4cBoOhT58+o0aNCrCfumPHDvnfy5lU4fffZfp0efzxsBQEANCwQCPskCFD1q5d++OPP7711ltPPfVUlW2+//77xYsXi8iAAQMC3BxQUVZW1rJly4LebVFRUVD6+eKLL2677TbO8PXTvHlS4XvEeX36KREWABDwRIJRo0a1bNlSRJ5++uk77rjjl19+cbvdvkdzc3P/3//7f/379xeRxMTERx99NMDNARU5HA61S7gA7VeoHZmZfjXbvl24wDQAINCjsFardenSpddff31OTs78+fPnz5/vu7RHenq6b46syWT69NNPORyF0HnnnXc0cjmYkpKSp59+Wu0q9MfPu1A7nWK3C/PqAaCOC8KdQtq1a5eZmfnoo48qswVKSkqU9b782qpVq1mzZnXv3j3wbQHn06VLF41E2IKCArVL0KVGjfxqlpREfgUABCPCishFF120aNGiffv2LVmyZNOmTSdOnCgpKalXr17btm379u07YMAA7lkHoHo33CALFvjVDACAYN6vuXXr1uc7owsAqjdsmLz0kuTmXqDZmDFhqQYAoG01++F12LBhvXv33lPh8uK9e/fu3bt3aWlpsAsDULfUqydTplygzX33cRQWACBS06OwixYtcjgce/fubdu2rbLmu+++E5GysrLglwagjrnzTsnLkyeekCr3KMOGybRpYa8JAKBJNYuwDRs2PHLkyLRp01q1alXxBs2HDx+u+M9qXHzxxTXaIkJk3bp1ixYtcrlcgXfl/M/NQP/5z38G5QZsl19++b333hv4zQX0yG63b968We0qyu3fvz/8Gx07Vrp2lb/+VVau/O9tZq+4Qp55Rm6/XerkmwIAUIWaRdj+/ftPnz595cqVGRkZFddX+mc1vFzRUQM8Hs/kyZODPv3jgvcZ9tO+ffuuuuqqDh06BKU3fTlx4sQjjzyidhUqu+IKWbpUCgvl0CEpLZWLL5bUVLVrAgBoTM0i7Kuvvvrrr7/++OOPIaoG4VFWVqbx6cuFfl4jFJErPl46dlS7CACAVtUswiYnJ//www9bt279/fffld+g7733XhF57733rFZrSApEiI0aNapBgwZqV1Fu6tSphFcAAHBBNb6olslkuvLKK6+88krln0qEveuuu+Li4oJcGsKiZ8+erVu3VruKch988AERFgiFV155ZdKkSWpXUa64uFjtEgDoXqDXhZ04caKIREVFBaMYAEAw+W5ZV1paqsHpQ3XzrE0AQRFohH322WeDUgcAIOj+9Kc/HTt2TO0qqmaxWC699FK1qwCgV8G8OxeAADVp0uTdd99Vu4pyu3bteu6559SuAgF5+OGHr7322vz8/MC7mjVrVnZ2togMGDCgU6dOAfZmMBhatWqVlpYWeGEA6qYaR1jfHmfLli3p6eljani3x3feeaemWwTqDrPZ3LhxY7WrKJeTk6N2CQiU0WgM1pHOzz//XFm45JJLrr322qD0CQC1VuMIe/LkSWVBuSNXTY8YEWEBAAAQoEAnEjRs2DAodQAAAEBdY8aMUX5g1/7ZljWOsFu2bFEWGjVqJCInTpwIckUAAABQQ1JSUkxMjIgUFRXZ7Xa1y6lOjSNs586dQ1EHAAAA4CeuSAAA57V582an06l2FeV27NihdgkAoBVEWAA4r+3bt2/fvl3tKgAAldUswr744osBbu/VV18NsAfVORyOoByVUS7pICJ2uz0od1WNiYkxmUyB9wMgJSVF7RKqk5ycrHYJAKCymkXYf/zjHwFuT+8RdunSpdOnT/elz6B4//3333///cD7adCgwRtvvME1IoDA3X333Uaj8cyZM4F39fvvvyvXImzSpEnz5s0D77BBgwZDhw4NvB8A0LWaRdjo6OgQ1aEXX331VXDzaxDl5OT8+OOPgwcPVrsQdRw7dsx3O3h1FRUVqV0CApWQkPDII48EpavJkyevXLlSRK6++uoHHnggKH0CAGoWYTV+eYUwcLvdapdQHe2cdxJ+t956q9ol4L8yMzODFQEDd+rUKbVLQNCsWrVKO9M8HA6H2iUAdRenc9XSU089dd1116ldRbmXX345MzNT7SqA/8rLy9u8ebPaVSACzZgxQ+0SAGgCEbaW6tevr5172QcyweO777779ddfg1hMIEpLS9UuAQEJylzP0NF4eTgfs9lss9m0vH+Ii4tTuwSgziHC1nUffvih2iUgclx//fVRUVFHjx4NvKudO3du2rRJRJo0adK3b9/AO4yLi+vdu3fg/SD8jEbjE088sXjxYpfLFXhvf/zxh9frFZH09HSr1Rp4h1dccUW7du0C7wdAjRBhAQTTNddcc8011wTez8KFC5UIm5aWxgn4uO6664I1d+vmm29WTht48skniZ6AfmniDG4AAADAf1o8Cnv33XefPXu2+gZDhgxRlgsKCj777LNNmzbl5eXFx8dfdtllQ4cObdKkSVgqhYa8++67BoNB7SpEREpKSp5++mm1qwAAIJJpMcJekO8eVKdPn37mmWdOnz4tIjab7cyZM2vWrNmwYcMrr7zCz0N1zZVXXqmR68IWFBSoXQIAABFOixF26tSpHo/n3PUFBQXjx4+PiYnxnZMxffr006dPN27cePz48c2aNcvJyZk2bdrWrVvffPPNGTNmaCTQAAAAILi0GGETExPPXen1eqdPn15aWvriiy/Gx8eLSG5u7pYtW0wm08svv5yWliYiqamp48ePHzNmzKlTp7Zv33755ZeHu3Qdmjt3buvWrdWuoly/fv1ycnLUrgIAAGidbo5Trl69euPGjbfffntGRoayZtWqVV6vNyMjQ8mvCpvN1q1bN+VRdQoFAABAiOkjwubl5c2YMaNJkybDhg3zrdy/f7+IXHHFFZUaK2v27dsXzgoBAAAQNvqIsHPnzi0pKRkxYoTvRC4ROXPmjIg0aNCgUmPl9tnKowAAAIg8WpwLW0lWVta3337bpk2bq6++uuJ6JaSee1u/hIQEEXE4HHa7/dw7r4waNWrbtm2VVnbr1m3KlCn+FFMxQ2tQbGyskuCrF5Q73IRUQkKCPwPJzc0NQzGBSEpK8mcgyvRuzTIYDP6MIrh8t002Go3h33oQmc3lu1mLxaLrgfguWmez2XQ9EB8/9zPaVPF2u8nJyRrfh1TD90dclf1MEEXMLssnLi5O43dO1sFR2NmzZ3s8npEjR1a66qdy6aKYmJhK7X1rqr+4LAAAAHRK60dhDx8+vHHjxpYtW/rO4vKJj4+32+12u73S+pKSEmUhNjb23A5jYmKUw7SVViq3zNY7r9frz0C0P9g6O5Ds7OwRI0aEuCh/+T5KosZ/dcUtav+F9lNkDMTPd7X26XoglT4gETMQFSsJUMQMRP7zk4sqo6jRLYq0HmG/+eYbEfFdCLaipKSknJycwsLCSuuVNRaLpcoD4OebMKDcH+GCysrK/GmmlpKSEn9+W9f+ClrVYwAAIABJREFURILCwkJ/BpKfnx+GYgJx9uxZm812wWbFxcXKgtPp3L17d4iLqo3wz9lQ7mIvIh6PR/szRqrhdruVBZfLpeuB+P6e2e12XQ/Ex8/9jDZV/JkxLy/P93nRHd/ez+v16vflkAjaZcXExCi/ZhcXF597lDDUajQHQ9MTCex2++rVq00m03XXXXfuo0lJSSKSl5dXab0yRzY5OVkjtxsFLqhly5Zanmbdpk0btUsAAOB/aPoo7Lp160pKSrp27VrlRPUWLVps2rQpMzPzpptuqrheOVurefPmYaoSCFizZs3efvvtvXv3Bt7VoUOHlixZIiKxsbH3339/4B1aLJZrrrkm8H4AAAgirUdYEencuXOVj/bp02fevHmZmZn5+fm+G3qVlZVt3LhRRG688caw1QkErmXLli1btgy8ny1btigR1mq19u/fP/AOAQDQIO1OJHA4HDt37hSR9u3bV9kgJSWlc+fOTqdz4sSJymQap9P5zjvvHD16NC0tjbvLAgAARCrtHoX97bffXC5XYmJio0aNztfmoYce2r9//65du+6888709PTs7GyXy2W1Wp966ikmwgIAAEQq7UbYrVu3ikj79u2rCaMNGjSYMmXKvHnzNm/enJWVFR8f36lTp7/85S8XXXRRGCsFAABAWGk3wo4aNWrUqFEXbJaYmDh69OjRo0eHoSQAAABogXbnwgIAAABVIsICAABAZ7Q7kQCokeeee04j5/Bp/+ZnAADoHREWEeK7775TuwQAABAmRNha+u2337RzR9Bz77JbRzRo0MBisWj2qKfNZqtXr57aVQAAEIGIsLU0d+7cuXPnql1FXZeQkDBx4sTNmzcH3lVxcfGyZcuU5VtuuSU6OjrADg0GQ9euXW02W8ClAQCAyoiw0LeMjIyMjIzA+zl58qQvwt55550JCQmB9wkAAEKECFvXHTx40O12q11FOe1UAgAAtIwIW9c9//zzapeA4PB6ZcWKqA8+6LRz5wKPJ9ZmO/vKK7EjR9qbNi1TuzQAAIKM68LWRSaTSTvnolXJYrGoXYLO5OQYBw1KHDEiYe3aRnZ7c6czNT//krfftl1zTdLbbzMfFwAQaYiwdZHRaLz99ts1m2I7dux46aWXql2Fnpw5Yxg4MHHDhipyv9Mpr7wS+49/xIS/KgAAQoeJBLX04osv9uzZU+0qyo0bN+6XX36p0VPuueeee+65JyhbHzRokN1uF5E33ngjKGdWoaaeey5u//7qvpBMmRJzww2url01evUxAABqighbSzabTTsnrZvNvI5118GDpoULL3AJMK9X3nwzpmvX/PCUBABAqDGRANC3lSujvN4LN9uwwVJYqIkb8AIAEDgiLKBvhw75NafZ7ZajRzU6+xkAgJriB2gAAICA3HXXXQ8//LCI2O32oqIitcupEzgKC+jbxRf7ddlXs1nS07lALAAgQhBhAX3r29dp8GOOa9eurvh4P+bMAgCgB0RYQN+aNy+79VbHBZs9+WRJGIoBACA8iLCA7k2aVNS8eXWTBB57rLRbNy4KCwCIHERYQPeSkrxffZV/9dVVhNSoKHnhheIXXigOf1UAAIQOVyQAIkFqqmfJkvyvv476179KtmxxlJXF22x5d9/deORIu5/newEAoCNEWCBCGAwyYIAzNXXbSy+9JCLJyckvv/xvtYsCACAkmEgAAAAAnSHCAgAAQGeIsAAAANAZIiwAAAB0hggLAAAAnSHCAgAAQGe4qBYQURITE7t06SIi8fHxatcCAECoEGGBiNKuXbtp06aJiMvlys/PV7scRI7rr7++Q4cOItKsWTO1awEAIiwAwA8jR46Mjo4Wkfz8fJerirsZA0A4EWFrqbS0tKCgQO0qyrndbrVLAAAACB8ibC29+uqrr776qtpVAAAA1EVckaBmzGZNh36LxaJ2CQAAACFHhK2Zvn37Go0a/U9LTEy8+uqr1a4CAAAg5DR9TFGDbrvttt69e5eWlgbe1auvvvrHH3+IyD333NOjR4/AO0xOTuYoLAAAqAuIsDWWmJiYmJgYeD++uJmYmJiWlhZ4hwAAAHWERn8TBwAAAM6HCAsAAACdIcICAABAZ4iwAAAA0BkiLAAAAHSGCAsAAACdIcICAABAZ7gubDmbzabWps1ms4pbD6KoqCj9DiQ6Otq3bLPZ9DsQ393jjEajfkchIiaTSVkwGAy6HkjkvSLR0dEav9W2n3S9y7Jarb5lXe+yoqKilAW9f9J9HwqTyRQZA4mKijIYDOoWU71I2A0FRWxsbJi36HtnWCyW8G89FKxWq34HEhMTU3FZvwPxMZlMuh6FbzdqMBh0PRBfhNX7K+JTMTzpmq53WRVDkq53Wb4IK2r8IQ4Fi8USGXfKjIqKqvjqaBARttzp06fDvEWv16sslJaWhn/roVBQUKDTgRQXGz7/vCwr60m3O8FsPjt3rv2mm9xWq1ftumrDZDIlJSWJiMvlys/PV7uc2nM4HMqCx+PR6ftK4Xa7lQWXy6XrgcTHxys/VuTn57tcLrXLCQL97rJE5MyZM77l3Nxc3+dFd4qKipQFr9er35dDRKKjo+Pj40XEbrf7BqVHMTExyjGdoqIiu90e5q2npKT435i5sKjr5s2L7tw56emn00+eHJ6be9PJk3c9/HDDLl2Sli6NvvCTAQCAGoiwqNMmTYoZOzb+9OnKH4Tjx4333x//3ns6ns8EAEAEI8Ki7lq2LOrNN2PO96jXK3/9a+y6dZEwpQkAgAhDhEUd5fXK3/9+gVMHPJ4LtwEAAOFHhEUdtX27+cAB0wWbZWaaDx68cDMAABBORFjUUbt3+3s5jp07ibAAAGgLERZ1VHGxv1ds9r8lAAAIDyIs6qi0NI+fLRs18rclAAAIDyIs6qiuXZ3+3CPTZvNeeaU79OUAAIAaIMKijqpf3ztkyIXvZzNihN1m0+VtugAAiGBEWNRdL71U3LhxdZMEWrYse+aZkrDVAwAA/ESERd2Vmur5/+3daWBTZdrw8TtJk3RfoKXVsrRQKUtZZFUWASlFsfgKUsQFEYUHWRxnVJZHhxH1VWdUnMcRGAWlbCpLFZCiloKUqYiAIMgiIBVLbSt0owtp2rTJ++HM5O3T0nIoyck55f/71J5cSa4rd3J69eQ+99m4sTQqqvaKt3bpUrtxY1lQEIdgAQBQHVpY3NA6d67dvfvS3LmWm2+2OTe2b2/7858vp6dfat/+yt0tAADwLLlLYwItlb+/Y948y5QpFx566LmamiAvr5LNm/8ZGBjo6bzQQjzxxBOTJ08WQpjNZk/nAgAtBy0s8G9GY4HRWODpLNDS3HTTTb6+vkKIiooKq9Xq6XQAoIVgIgEAAAA0hhYWAAAAGsNEAkAIIcxmc3x8vPSz0Wj0bDIAAKBptLCAEEIEBwf/9a9/FUI4HI6ioiJPpwMAAJrCRAIAAABoDC0sAAAANIaJBGi+774zJid7Hzy4pbq6lZdXxXPP1T72mFdSUpXB4OnMAABAi0YLi+aorhbz5vl/9JG3EEIIsxCipibw0CFx6JD44AOfNWvKbr7Z7tkMAQBAC8ZEAlwzh0PMnh3wn/61vqNHvf7P/wkqLtYpnBUAALhx0MLimqWkmLdsaepSmb/+ali40F+xfAAAwI2GFhbX7B//8L1qTEqKOTeXdxcAAHALmgxcm99+0586dfXTtex28fXXJgXyAQAANyBaWFybnBy5yw2cP8/CBAAAwC1oYXFtvGQvYuHl5XBnIgAA4MZFC4trEx1dq5f3runUqdbNuQAAgBsULSyuTWiofcAA21XDzGbHyJHVCuQDAABuQLSwuGbz5ll0V1v19cknrSEhTCQAAABuQQuLazZ0qO3ZZy1NBNx+u23evMuK5QMAAG40XGAWzTF/vqVVK8f//b++Fsv/Oh6r04kHHqh6440KEwtqeYjFYsnJybFarcHBwcHBwXqZM5cBANAUWlg00/TplWPHVm3YYD5wwLegQBcQIOLirPffb+3Zs8bTqd2gsrOzV69effDgQZvt35OVQ0JC7r333vHjx5vNTV1NDQAAzaGFRfNFRNiffroyONjs5eUlhCguttjtdk8ndYPas2fPW2+95WxeJSUlJatXr/7mm29eeeWVVq1aeSo3AABcji8ZAc378ccf33zzzXr9q1NWVtaLL77Y2K0AAGgRLSygbXa7fcmSJTU1Tc3f+Pnnn7du3apYSgAAuBsTCQBhs9kOHz58/vz5kpKSVq1aRUdH9+rVy0v+hcg86ujRo+fPn79q2Pbt2ydMmKBAPgAAKEAbf6QB9/nXv/61fPnywsLCuhsjIiJmzZo1YMAAT2Ul37Fjx+SE5efnFxYWhoaGujsfAAAUwEQC3NA2bNjw2muv1etfhRC///77okWLUlNTPZLVNbl06ZLMyOLiYrdmAgCAYmhhceM6cODAqlWrGrvVbrcvW7bsxIkTCmbUHH5+fjIj/f393ZoJAACKoYXFDcrhcHzwwQcOR1NXwbXb7R9++KFiKTVPTEyMnLDAwMDw8HB3JwMAgDJoYXGD+uWXX+ScBXXy5MkLFy4okE+zDRgwIDAw8Kphw4cPNxgMCuQDAIACaGFxg/rll19kRp49e9atmVwnHx+fRx99tOmYoKCghx56SJl8AABQACsS4AZlsVhkRlZWVro1k+uXmJh4/vz5zz///Iq3+vn5/eUvfwkODlY4q+s0fvz4SZMmCSFqamq46hsAoB71trAOhyMjI2PHjh3Z2dl2u719+/aJiYlDhw7V6XTOmM2bNycnJ1/x7jNmzLjnnnuUShba07p1a5mRmrg066xZs2JiYlauXFlvgYJbb7111qxZ7dq181RizWYymaQJElartaKiwtPpAADURaUtrN1uX7x4cWZmphDCaDTq9fpTp06dOnXq2LFjs2fPdobl5eV5LkdoW1xcnF6vv+rhPaPR2K1bN2VSuk4JCQkjRow4duxYbm5uZWVlSEhI586dO3To4Om8AABwPZW2sCkpKZmZmb6+vs8++2yvXr2MRuO+ffvefvvttLS0Pn363H777VKY1MLOnTs3Li6u3iP4+PgonTQ0JTg4+I477sjIyGg67K677vL29lYkIxcwGo39+/dPSEgQQthsttLSUk9nBACAW6jxdK6KioqUlBQhxKJFi/r3728ymXQ63aBBgyZOnCiE+Prrr52RUgvbtWvXkAY01HbAU6ZNmxYSEtJEQHh4+OTJkxXLBwAAyKTGo7D79++3Wq2xsbFdunSpu33MmDExMTFGo1H61Wq1FhUV+fj4yJ/UCNQVGhr66quvvvjiiwUFBQ1vjYyMfPnll+WsVwUAABSmxhZWuh7SoEGD6m339/fv06eP89f8/HwhRLt27X788ce0tLS8vLyAgICoqKiRI0dGRUUpmC80rGPHjsuWLdu4cWN6errzRKjQ0NCEhISkpCSmowBQJ6PR2LVrV+lnTS/57O/vLxWiuVVT4HFqbGGlK7m3adMmOzs7NTU1KytLr9dHR0cPHjy4d+/ezjBpFkFWVtbChQudG48ePZqamvrggw9Ksw4a+vLLLy9evFhvY2RkpHN+rfK8vLw03Srp9f+ejuLt7d30xa7UycfHZ86cObNmzSopKSkvLw8KCgoODq678IW2OIdDr9dr+n3l/KtsMBg0XYiX1793s9KcKM8mcz2cI2I2m51FaZrJZNLuW6t9+/Zr164VQjgcDvlLBKrQgAEDhg0bJoSora21Wq2eTqf5nB8KdlmKUeNuqKioSAhx4sSJt956q7a2Vtp45syZtLS0+Pj4OXPmSH+kpRa2trY2ISFh9OjRkZGReXl5mzdvzszMXLduXceOHfv169fwwT/77LMffvih3sbBgwfHx8e7t6oGnO8Mo9Eo/zL3aubr6+vpFK5LQECAp1NwJYPB0DLeV0aj0Tl9SNNMJpPJZPJ0Fi7QYs408Pb2bgGfEZ1O1wKqEOyy1Ef9uyw1trDSUdjU1NSYmJgpU6bExMRcvnx57969H3300c6dOzt27JiYmCiECAoKGjp0aGxs7NixY6V2MCYmZu7cuQaDISMjY/ny5VdsYQEAAKB1amxhpX40PDz8tddek/7d9/PzGzdunNFoXL58+bp168aMGaPX6xMSEqTFg+p58MEHMzIyfv/999LS0qCgoHq3jh8/fsiQIfU2RkZGXr582T3VNMr5nbvNZlP+2V3Ix8dHOi5usVi0OJHASToAoPVv5ZzzB7T+rZzBYJA+/jabrbq62tPpNJ/RaJSOZFRXV9tsNk+n03zO+QNWq9X5/ZimWa1WTe972WWpipeXl9lsFuyyrs81HYlXYwsbEhJSVlY2evToel9XjRo1asWKFRaLJT8/PzIysrG7R0REmM3mqqqq8+fP9+jRo96td9999xXvVVhYeP2ZN09NTY36L2HaBLPZLLWwVqtV0xcCdX5yND0czmlYdrtd04WYTCZpD1BbW6vpQnQ6nfPvgdb/QkstbFVVlaZ7cafq6mpNv7WcLaymq2gxuyyz2Sy1sOyyrsc1tbBqXBdWWiQrPDy83naz2Sydsdh0u+l89TU9nxoAAACNUWMLe/PNN4srXTy2qqpKWvYoMjLSarU+/fTTTz31VMPrD5WXl5eXl+t0Oi1eFx4AAABXpcYWdtSoUUKI9PT0ekewd+3a5XA4QkJCWrdu7e3tHRQUlJ2dvX379np337ZtmxCic+fO0iF9AAAAtDBqbGGjo6O7du168eLFl19+OTc31+Fw2Gy29PT05ORkIcTUqVOl873uueceIcSGDRu2bdtWU1MjhKisrExJSdm0aZNOp5sxY4ZnqwAAAICbqPF0LiHEnDlzFixYcPz48ZkzZwYEBFgsFukE2MTERGkNZCHEwIEDx48f/9lnn61YsWLlypWBgYElJSVCCJPJNH369JiYGE8WAAAAALdRaQvbrl27JUuWbNy48eDBg8XFxWFhYVFRUYmJiT179qwbNmXKlN69e2/ZsiUnJ6e0tDQ6Orpjx44TJkxoYr0CAAAAaJ1KW1ghREhIyIwZM5qeD6DT6Xr37l33qrMAAABo8dTbwrZgNptITzcdOPDYhQsmvb5q8+awqChD164tYalwAAAABdDCKu3gQeNTT/lnZRmEGClt2bxZbNkiJkyoeuONCn9/DV/dCgAAQBm0sIravdv4yCOB1dW6etsdDrFpk/nUKcPnn5dqqIu1Wq179+49ffp0SUlJQEBA+/bthwwZEhoa6um8AABAC0cLq5yCAv306VfoX52OHfOaN89/2bJyJbNqtm+++Wbp0qXSKhBOH3744f333//oo49Kl5wFALWZO3euw+EQ/7mMDgCNooVVzrvv+pSWNtq/SlJSzE89ZVH/vNjU1NSlS5dKfwbqstls69evz8nJeeGFF+hiAajQ2LFjvby8hBDFxcV2u93T6QBoJpoM5Xz++dWvFuZwiNRUtV9U7MyZM//85z8b9q9Oe/fuTUlJUTIlAABwQ6GFVUhFhS43V9arffq0wd3JXKc1a9ZIV5powvr16ysrK5XJBwAA3GhoYRVSVXWVKQROVqvcSI8oLy//4YcfrhpmsVgOHTqkQD4AAOAGRAurkJAQu7e3rKUGIiNVPTcrNzf3qodgJb/++qubcwEAADcoWliF6PVi+HCbnMgRI6rdncz1qK6Wm578SAAAgGtCC6ucWbOuPje0c+fa+HhVd37yl30NCwtzayYAAOCGRQurnH79LJ06fdlEgF5ffe+9m73UvdDZzTffbDKZ5ETGxsa6OxkAAHBjooVVTmpqalDQojZtNl7xVi+vsk6d/rhv3//Uu1iA2pSWltpssmZE5ObmujsZAABwY6KFVU56erpOV9uu3Ruxsf8VHPwvvb5K2m4y/R4evrZ79/sDAw9YrdbMzEzP5tm03NzcJlaEreu3335zdzIAAODGpO4vrVsQm8127tw56Wd//8P+/oeF0NlsrQwGi17/v+bInj592hMJyiVzOYJrigQAALgmtLAKqaioaHDw0mE0FjWMLCsrUyal5mnTpo3LIwEAAK4JEwkUEhAQoNfLerWDg4Pdncz1CA8P79Chw1XD9Hp9v379FMgHAADcgGhhFeLl5dWlSxc5kXFxce5O5jolJSVdNWb48OEchQUAAG5CC6ucu+6666oxAQEBgwcPViCZ6zFy5MghQ4Y0ERAeHv7kk08qlg8AALjR0MIqJz4+vnv37k3HTJ8+3d/fX5l8mk2n082fP3/UqFFXvLVTp05vvPFGYGCgwlkBAIAbBy2scvR6/V/+8pfOnTtf8VadTjd58uSEhASFs2oeo9H47LPP/u1vfxs6dGirVq2EEL6+vj179vzTn/70j3/8Izw83NMJAgCAlowVCRQVFBT01FNPvfTSS4WFhXW363S6QYMGTZw40VOJNU+vXr169eoVHBxsMBh0Ol1xcbHdbvd0UgAAoOXjKKyiTp48OW/evHr9qxDC4XDs3bv3+eefl3nhK7XR6XSeTgEAANxAaGGVU15e/vLLL1dWVjYWcOzYsffff1/JlAAAALSIFlY5n3766aVLl5qO+eKLL3Jzc5XJBwAAQKNoYZWzZ8+eq8bY7fbMzEwFkgEAANAuWliFWK3W/Px8OZHnzp1zdzIAAACaRgurEKvV6vJIAACAGxMtrEICAwONRqOcyNatW7s7GQAAAE2jhVWIXq/v2bOnnMhbb73V3ckAAABoGi2scsaNG3fVmPDw8Ntuu02BZAAAALSLFlY5/fr1GzlyZBMBBoPhj3/8o8z5BgAAADcsWlhFTZkyxc/Pr7Fbb7vtNmYRAAAAXBUtrHJqa2tfe+21y5cvNxawd+/e7du3K5kSAACAFtHCKmfHjh2nTp1qOiY5Obm8vFyZfAAAADSKFlY5aWlpV42pqKjg6lwAAABNo4VViM1mO3PmjJzIn376yd3JAAAAaBotrEIqKirsdrucyEuXLrk7GQAAAE2jhVWIv7+/TqeTExkYGOjuZAAAADSNFlYhRqOxU6dOciK7dOni7mQAAAA0jRZWOU1f10BiNBqHDh2qQDIAAADaRQurHJlzYR0Oh7szAQAA0DRaWOXs2rXrqjE2m41FtQAAAJpGC6sQm8127tw5OZGnT592dzIAAACaRgurkIqKCpkzBMrKytydDAAAgKbpmHkpcffrUFNTM3jwYDnTYceOHfuXv/zFrcm4lnOxMK2/lyhEbVpYIS2jCkEhqkEhatPCCvFIFTKXH5V4uS8PbbFare5+im7duh0/flxOmALJuJDZbNbr9UKIqqoqTX9ufXx8hBAOh0Nbr389Op3O29tbCGG326uqqjydTvMZDAaTySSEqKmpsdlsnk6n+by8vIxGoxCipqampqbG0+k0n8lkMhgMQojq6mqZJ6eqE7ssVWGXpTae3WVJ72qZaGH/7fLly+5+ioSEhKu2sH5+fv3791cgGRcyGo3S3wOLxaLpP2zOT462Xv96DAaD9PegtrZW04WYTCbn3wNNF+Lr6yv9PaiqqtJ0q6HX66UW1mq1avovdAvbZTkcDk1/QFrMLstsNrPLun7X1MIyF1Y5Xbt2veoR8tatW/v7+yuTDwAAgEbRwipn06ZNV/3S6vz58ydPnlQmHwAAAI2ihVXOd999Jyds37597s4EAABA02hhFVJeXi5ztay8vDx3JwMAAKBptLCqo+kzZAEAABRAC6sQf39/medpRUREuDsZAAAATaOFVYhOpxs4cKCcyNtuu83dyQAAAGgaLaxykpKSpMUIm9CtW7eePXsqkw8AAIBG0cIqJyoqavr06U0EBAYGzps3T7F8AAAANIoWVlHjxo2bNWuWdN2Letq3b7948WImwgIAAFwVF5hV2r333nvbbbdt27btyJEjBQUFJpOpQ4cOQ4YMGTlypJcXwwEAAHB19Ewe0KZNmyeeeCIgIMBsNgshSktLNX3BcQAAAIUxkQAAAAAaQwsLAAAAjaGFBQAAgMbQwgIAAEBjaGEBAACgMbSwAAAA0BhaWAAAAGgMLSwAAAA0hhYWAAAAGkMLCwAAAI2hhQUAAIDG0MICAABAY2hhAQAAoDG0sAAAANAYWlgAAABojJenE7hB2e32s2fPFhcXe3t7t27dOjAw0NMZAQAAaAYtrNJsNtuWLVs2b95cXFwsbdHpdN27d3/sscfi4uI8mxsAAIAmMJFAUeXl5fPnz//www+d/asQwuFwHD9+fN68eSkpKR7MDQAAQCtoYZVjt9tfffXVkydPNnbrBx98sGvXLoWzAgAA0BxaWOXs3r37yJEjTccsX77cYrEokw8AAIBG0cIq54svvrhqTGlp6d69exVIBgAAQLtoYRVSU1Pz008/yYk8duyYu5MBAADQNFpYhVRUVNjtdjmRly5dcncyAAAAmkYLqxA/Pz+dTicn0t/f393JAAAAaBotrEKMRmOHDh3kRHbu3NndyQAAAGgaLaxy4uPjrxpjMpmGDh2qQDIAAADaRQurnHvvvbdt27ZNx0yaNKl169bK5AMAAKBRtLDKMZlML730UmhoaGMBI0eOnDRpkpIpAQAAaBEtrKIiIyPffffd4cOH1zu1KzAwcNasWc8995xez4gAAABchZenE7jhhISELFiwYNq0aadOnSooKPDx8QkPD4+LizMajZ5ODQAAQBtoYT0jNDT07rvvNpvNQojS0lKbzebpjAAAADSDr60BAACgMbSwAAAA0BhaWAAAAGiMeufCOhyOjIyMHTt2ZGdn2+329u3bJyYmDh06tN65/GVlZRs2bNi/f39xcXFAQECvXr0mTpx41eVXAQAAoF0qbWHtdvvixYszMzOFEEajUa/Xnzp16tSpU8eOHZs9e7YzrLCwcN68eYWFhUIIHx+fkpKSjIyMb7/99pVXXunatavHsgcAAIA7qXQiQUpKSmZmpq+v78KFCz/55JONGzcuWLDAZDKlpaXt27fPGfbee+8VFhZGRkb+4x//WL9+/QcffNCnT59eWGBqAAAgAElEQVTq6urFixfb7XYP5g8AAAD3UWMLW1FRkZKSIoRYtGhR//79TSaTTqcbNGjQxIkThRBff/21FFZUVHTw4EGDwfDiiy9GRUXpdLo2bdrMnz8/LCzs4sWLR48e9WQNAAAAcBs1TiTYv3+/1WqNjY3t0qVL3e1jxoyJiYlxXgJg586dDocjLi4uIiLCGePj4zN48OAtW7bs3Lnz1ltvVTRvAAAAKEKNR2FPnDghhBg0aFC97f7+/n369OnRo4f0a1ZWlhCib9++9cKkLT///LPbEwUAAIAnqPEobHFxsRCiTZs22dnZqampWVlZer0+Ojp68ODBvXv3doaVlJQIIcLCwurdPTQ01HlrQ88//7zUItfVt2/fF154wYUlyKHX//v/h4CAAIfDofCzu5CzkKCgIM9m4hI6nS4kJMTTWbiAl5eXpgtxrj1iNps1ffllZyG+vr4+Pj6eTeZ6sMtSJ71er+lPuhO7LJXQ0C5LjS1sUVGREOLEiRNvvfVWbW2ttPHMmTNpaWnx8fFz5syRdkBSk+rv71/v7oGBgUKIqqoqq9Xq7e1d79aCgoLc3Nx6G6OiogwGgxtKkcW5P9U6D76GrtUyCtHpdBSiKi3mk95iCmkZ7yvRUgppMZ/0FlOI+j/pamxhpaOwqampMTExU6ZMiYmJuXz58t69ez/66KOdO3d27NgxMTFRCFFWViaE8PX1rXd355ZLly7VnSYLAACAlkGNLax0EDs8PPy1116TDqP6+fmNGzfOaDQuX7583bp1Y8aM0ev1AQEBVqvVarXWu7vFYpF+8PPza/jgK1asuOKTSovLKikgIMBsNgshSktLbTabws/uQsHBwV5eXkKI4uJiTa9lJk1BcTgc0vcAGmUwGKQv42w2W2lpqafTaT6TySR9o2K1WisqKjydTvP5+vpK/1dXVFQ03F9pCLsstZF2WXa7XTruo1EtZpdlNpsDAgIEu6zrI72rZVLjUWLp3Tx69Oh60wBGjRql0+ksFkt+fr4zrLy8vN7dpS1Go7HhHAMAAAC0AGpsYVu3bi2ECA8Pr7fdbDYHBweL/xwxlVrYhv99SnNkW7duXe9StAAAAGgZ1NjC3nzzzUKIvLy8eturqqouXbokhIiMjBRCdOzYUQhx5MiRemE//PCDECI6OlqBVAEAAKA8Nbawo0aNEkKkp6fXm4Sxa9cuh8MREhIiHaaV5hUcOXKk7uyZ2tpa6Qq0o0ePVjZrAAAAKESNLWx0dHTXrl0vXrz48ssv5+bmOhwOm82Wnp6enJwshJg6dao0QyA0NLRfv37V1dWvv/765cuXhRDV1dVLlizJycmJiIjg0lwAAAAtlRpXJBBCzJkzZ8GCBcePH585c2ZAQIDFYpEWiE1MTBw2bJgz7Mknn8zKyjp58uTDDz/crl27vLw8m83m7e397LPPMhEWAACgpVJpC9uuXbslS5Zs3Ljx4MGDxcXFYWFhUVFRiYmJPXv2rBsWFhb2zjvvrF+//sCBA7/99ltAQEDv3r0nTZokzaYFAABAi6TSFlYIERISMmPGjBkzZjQdFhQUJCcMAAAALYYa58ICAAAATaCFBQAAgMbQwgIAAEBjaGEBAACgMbSwAAAA0BhaWAAAAGgMLSwAAAA0hhYWAAAAGkMLCwAAAI2hhQUAAIDG0MICAABAY2hhAQAAoDG0sAAAANAYWlgAAABoDC0sAAAANIYWFgAAABpDCwsAAACN0TkcDk/ncIPasWPH6dOnhRD33Xdfu3btPJ1O833yySeFhYVCiCeeeMLX19fT6TTfsmXLamtrvb29p0+f7ulcmu/SpUtr164VQkRGRo4fP97T6TTfL7/8sn37diFEjx49hg8f7ul0mu/gwYPfffedEGLYsGE9e/b0dDrNl5aWdubMGSHE+PHjIyMjPZ1O83388cdFRUVCiGnTpvn4+Hg6neZbsmSJw+Hw9fV94oknPJ1L8xUXF3/00UdCiLZt244bN87T6TTf2bNnv/zySyFEz549hw0b5ul0mu/AgQP79+8XQgwfPrxHjx6eTqcpXp5O4MaVmZkpvd0HDhyo6RZ227Zt0h+2hx56SNMt7Jo1a2pqaoKCgjTdwpaVla1evVoI0adPH023sNnZ2VIhEyZM0HQLe/ToUamQ8PBwTbewe/bs2bFjhxBi0KBBmm5hP//887NnzwohHnnkEU23sGvWrLHb7a1atdJ0C1taWip9QPr166fpFta5y5o4caKmW9gjR45Ihdx0000qb2GZSAAAAACNoYUFAACAxtDCAgAAQGNoYQEAAKAxtLAAAADQGFYk8BgfH5/AwEAhhJeXtkfB399fKkSn03k6l+sSGBhYU1MTEBDg6USui16vl4ZD06tDCCGMRqNUiLe3t6dzuS5ms1kqxGw2ezqX6+LcZRkMBk/ncl38/Pxaxi4rICDA4XD4+/t7OpHrYjAY2GWpire3t1SIyWTydC5XwbqwAAAA0BgmEgAAAEBjaGEBAACgMbSwAAAA0BhaWAAAAGgMLSwAAAA0hhYWAAAAGqPtFUlV4scff/zzn/88f/78wYMHN7w1Ly9v48aNWVlZ+fn5/v7+PXr0uP/++6OiouqFORyOjIyMHTt2ZGdn2+329u3bJyYmDh06tN7KhWVlZRs2bNi/f39xcXFAQECvXr0mTpzYtm1bbRWyefPm5OTkK+YwY8aMe+65x4NVPProo5cuXWri8R999NEJEyZIP6t5OOQX4tbhEC56XxUUFGzcuPHUqVP5+fmhoaHR0dETJkzo1KlTvTA1j4j8QjQxIjLD1D8icsLcMSKFhYWffPJJVlZWXl5eQEBAhw4dRo4cOWjQoObt810bpvJC3PQBcW0hTk2/S9U/InIKcfcuqzG0sC6Qnp7e2E07d+587733qqurhRBBQUHFxcV79uz55ptvFixYMHDgQGeY3W5fvHhxZmamEMJoNOr1+lOnTp06derYsWOzZ892hhUWFs6bN6+wsFAI4ePjU1JSkpGR8e23377yyitdu3bVUCF5eXnXn637qmiac1139Q9H05yFuHU4hCsKOXz48GuvvSaFBQYG5ufn5+Xlffvtt9OmTRs7dqwzTP0jIrMQ9Y+IzDD1j4jMMJePyKFDh/72t79ZrVbn8xYUFHz//fcDBgz47//+72vdybg2TP2FuOMD4tpC6mriXar+EZFZiLt3WY2hhb0uVqt127Zte/bsueKtOTk5y5Ytq6mpuf/++5OSknx9fUtLS9esWZOenv73v/991apVzmt4pKSkZGZm+vr6Pvvss7169TIajfv27Xv77bfT0tL69Olz++23S2HvvfdeYWFhZGTk/PnzO3ToUFBQsGzZssOHDy9evHj58uV6ffOnhShciPR2nzt3blxcXL3n8vHx8WwV7777rt1ub3j3srKy+fPn+/r6xsfHS1tUPhzyC3HTcLiqkPLy8rfffru6unrkyJFTp04NDAysrq7eunXr2rVrV65c2b17944dO0oPqPIRkV+IykdE/g5B5SMivxDXjojVal26dKnVah0wYMDs2bNDQkJqamr27Nnz/vvvHzhwYNOmTZMmTZIiZb6Arg1TfyEu/4C4vBDnwzbxLr3WR1NzIe7bZTWNubDN9PXXXz/33HOTJ09eu3ZtYzFr1qypqakZOXLklClTpEvnBQUFzZkzp2/fvhaLxfluqKioSElJEUIsWrSof//+JpNJp9MNGjRo4sSJ0hNJYUVFRQcPHjQYDC+++GJUVJROp2vTps38+fPDwsIuXrx49OhRrRQi/vN279q1a0gDzbs0nwurCAoKaphVcHDwxx9/XFlZ+cwzz0hXoFX/cMgsRLhhOFxbyPHjx8vKyiIiIubMmeO87GFSUtKAAQNqa2u/++47KUz9IyKzEKH6EZEZpv4RkRkmXD0iu3fvLiwsbN269dy5c0NCQoQQXl5eI0eOnDFjhhBi8+bN0lUzZb6Arg1TfyEuHw6XFyLkvUvVPyIyCxHu2WXJQQvbTPn5+RcvXvTx8QkODm7sX6Wff/5ZCDF69Oi6G3U6XWJiohAiLS1N2rJ//36r1RobG9ulS5e6kWPGjFm0aNG9994r/bpz506HwxEXFxcREeGM8fHxkWal7Ny5UyuFWK3WoqIiHx+f1q1bNy9nt1ZxRbt37963b19SUpLzX0z1D4fMQtwxHMKlheTk5Agh2rdv7/wKTBIdHe28VWhhRGQWov4RkRmm/hGRGebyEcnOzhZCDBs2zGw2190+ZMgQvV5fWVkpNQQyX0DXhqm/EHd8QFxbiJD3LlX/iMgsxE27LDmYSNBMDz/88MMPPyz9/Mwzz5w9e7ZeQGVlZXFxsRAiLCys3k033XSTqDN35MSJE0KIQYMG1Qvz9/fv06eP89esrCwhRN++feuF9e3bd8uWLdK+WBOF5OfnCyHatWv3448/pqWlSfPNo6KiRo4c2fBMC+WraKi4uHj58uVt27Z98MEHnRvVPxwyC3HHcLi2kPDwcCHEL7/8Ul1dbTKZpI0Oh+P06dNCCOcuWP0jIrMQlY+I/HpVPiLyC3H5iFy6dCk4OLjhyYhGo9FgMNjt9pqaGiH7BXRtmPoLcccHxLWFCBnv0mt6NJUX4qZdlhy0sO7i7e3t6+trsVgKCgrq/Wty4cIFIYTFYrFard7e3tJutE2bNtnZ2ampqVlZWXq9Pjo6evDgwb1793beq6SkRFxpbxsaGuq8VROFSH8YsrKyFi5c6Nx49OjR1NTUBx98UJp14MEqGt73k08+sVgsTz/9dN2DZ+ofjob3vWIhHhmOaypk0KBBW7duPXv27Ouvvz558uTIyMiioqKtW7ceOXIkJCTEea6r+kdEZiHqHxGZYeofEZlhLh+RBQsWXHH74cOHbTabt7e31EPLfAFdG6b+QtzxAXFtITKpf0Rk8tQuS9DCuo9Op+vUqdOxY8d27NhR94t1h8OxdetW6efi4uKbb765qKhICHHixIm33nqrtrZWuunMmTNpaWnx8fFz5syRjt5L7yp/f/96TyRNqquqqmqscVFbIdLbvba2NiEhYfTo0ZGRkXl5eZs3b87MzFy3bl3Hjh379evnwSrq3fG3335LT0+PjY297bbb6m5X/3DILMQjw3FNhRiNxldeeeWdd9757rvvDh065IyMiYlZsGCBtM8VWhgRmYWof0Rkhql/RGSGKTMiubm57777rhAiMTFROkgv8wV0bZj6C1HsA9LsQmQ+vvpHRObje2qXJZgL61YPPfSQEGLnzp0rVqzIzc21Wq0///zzq6++evjwYSlAOmFcOniZmpoaHR39yiuvfPLJJx988MHUqVNNJtPOnTu/+OILKbisrEwIIZ1zUJdzS9OLgKqnkKCgoKFDh06bNm327Nm33HKLr69vTEzM3Llzhw8fLoRYvny5Z6uoZ+3atXa7fcqUKQ1X1BPqHo56GivEU8NxTYUcOXLk5MmTQghvb+8OHTpIJ6KdP3/+m2++kc5OEBoZETmFqH9EZIapf0Rkhrl7RGpqarZt2/anP/2ppKSkV69eznk+Ml9A14apvxAFPiDXWYhM6h8RmTy4y+IorBt17979scceW7t27bZt27Zt2yZt1Ov1jz/++MqVK4UQ0rdXUksRHh7+2muvSf/3+Pn5jRs3zmg0Ll++fN26dWPGjNHr9QEBAVarVVrsrS6LxSL94Ofnp4lCEhISEhISGj7Lgw8+mJGR8fvvv5eWlgYFBXmqirqys7P37dvXqVOnhguFqH846mqiEE8Nh5BdyL59+9544w2j0fjHP/5xxIgR0tvsyJEj77zzzqpVq2w22wMPPCC0MCIyC1H/iMgMU/+IyAxz64gcOHDgww8/zM/P1+l0Y8eOffTRR41Go3STzBfQtWHNplgh7v6AXH8hMql/RGTy4C6LFta9xo8ff+utt3711VfZ2dnV1dW33HLLsGHDQkNDV65c6e3tLa2XFhISUlZWNnr06HrH7UeNGrVixQqLxZKfnx8ZGRkSElJQUFBeXl7vKaQtRqOx4ZcC6iyksaeIiIgwm81VVVXnz5/v0aOHp6qo66uvvhJCONdPrUv9w1FXE4U0RoHhEPIKWbVqlcPhePTRR++8807nHXv37v3MM8+88MILmzZtGjNmTEBAgPpHRGYhjT2FekZEZpj6R0R+2BVd54iUl5evWLEiIyNDCBEXF/fYY4917ty5boDMF9C1Yc2gcCGNuf4PiKsKkUn9I3KdFNhl0cK6XXR09MyZM+tuOX78uKhzqKx169bZ2dnS2cp1mc3m4ODgkpISaf1haY036cv6uqRJLa1bt673BbHLuaqQxh5fp9OZTKaqqiq3roR81SqcrFbr7t27DQbDHXfc0fBx1D8cTk0X0hhlhkNcrZCKigrpdNcBAwbUu2NcXJyPj09lZeWvv/7ao0cPlY+I/EIae3yVjIj8MJWPyLWGNXQ9I1JYWDh//vyCgoKQkJA5c+b069ev4ash8wV0bZj6C2nMdX5AXFiITOofkeukwC6LubBu9Msvvxw9elS6gFtd3377rRDC+ZWudOZNw7WQqqqqpPkoUtsnXbnnyJEj9cJ++OEH8Z+lJd3EhYVYrdann376qaeeKi0trRdWXl5eXl6u0+natWvnwSqcMjMzLRbLwIEDr3hgTP3D4dREIR4cDiGvEJPJJK2f4DxB0MnhcEhTFaXvvFQ+IjILUf+IyA9T+YjIDHPHiFit1hdffLGgoKBnz57/8z//079//yt2DDJfQNeGqbwQN31AXFuITOofEZnP6MFdFi2sG+3fv3/hwoUrVqyou7G0tFS66Is001kIMWrUKCFEenp6vYkpu3btcjgcISEh0sGAUaNG6XS6I0eO1H2j1NbW7tu3TzRYnVu1hXh7ewcFBWVnZ2/fvr3es0hz0Tp37lxvTWaFq3DKzMwUQjR2KqX6h8OpiUI8OBxCXiEmk6lDhw5CiG+++abe3b///vuqqiqj0di+fXuh+hGRWYj6R0R+mMpHRGaYO0Zk165dOTk53bt3f/nll6XjYVck8wV0bZjKC3HTB8S1hcik/hGRw7O7LFpYN7rjjjsMBsO+ffs+/fTT2tpah8Nx7ty5559/vry8vF+/ft27d5fCoqOju3btevHixZdffjk3N9fhcNhstvT09OTkZCHE1KlTpf+iQkND+/XrV11d/frrr1++fFkIUV1dvWTJkpycnIiIiFtvvVUrhUjrX27YsGHbtm3SMsuVlZUpKSmbNm3S6XTSdfA8WIWkqqpKulJDt27drvho6h8OmYV4ajjkFzJhwgQhxPr167ds2VJVVSWEqK2t3bNnzzvvvCOEGDdunJeXl9DCiMgsRP0jIjNM/SMiM8zlIyJd9ys+Pr6ioqLsSqSj8jJfQNeGqb8Qd3xAXFuITOofEZk8uMvSOVdyQbNJl6yYP3++dHG2ur788st//vOfQgiTyWQ0GqX3SlRU1Kuvvlr3W92cnJwFCxZIM6kDAgIsFov0bWNiYuL06dOdXwQUFBTMnTu3uLhYr9e3a9cuLy9PWqz4lVdeiY2N1VAhq1at+uyzz4QQBoMhMDBQmn9jMpkef/zxMWPGeLwKIcShQ4deeumloKCgNWvWNDYrSP3DIbMQtw6HSwpZvXr1Z5995nA4dDpdcHBwaWmptCMeOHDgggULnFdqUP+IyCxE/SMiM0z9IyIzzIUjUltbO2HChIbzSep6//33pSXoZb6Arg1TfyGu/YC4o5C6mniXqn9EZBbi7l1WYwyLFi1y36PfINLS0oqLi4cMGSJ9oVnXLbfc0rNnz+Li4suXL1dXV7dt2/bee+/9wx/+UG89tqCgoDvvvNNms5WWlpaXl4eFhcXFxT355JNjxoyp23b4+fmNGDGiurq6pKTkwoUL/v7+t91223PPPeeqWWWKFdKrV69u3bqVlpbabLby8vL27dv37dv32WefbXi9O49UIYTYvn37mTNn+vTpM3To0MaeSP3DIbMQtw6HSwrp3bt3//79LRaL3W4vKSkJDQ3t0qXLE0888cADD9S9bLf6R0RmIeofEZlh6h8RmWEuHJHCwkLnpRMaM3bsWKmBlvkCujZM/YW49gPijkLqauJdqv4RkVmIu3dZjeEoLAAAADSGubAAAADQGFpYAAAAaAwtLAAAADSGFhYAAAAaQwsLAAAAjaGFBQAAgMbQwgIAAEBjaGEBAACgMbSwAAAA0BhaWAAAAGgMLSwAKKeoqGj27NkdO3b08fF56KGHPJ0OAGiVl6cTAIAbhd1uHzduXGZmpvTrxYsXPZsPAGgXLSwAKOTQoUNS/zpq1KhZs2bFxsZ6OiMA0CpaWABQyJkzZ6Qf/v73v3fv3t2zyQCApjEXFgAUYrPZpB/8/Pw8mwkAaB1HYQEATTl8+PD333/fpUuXO+64w9O5AMC/cRQWANzur3/9q06nmzp1qvRrdHS0TqeLj4//17/+pdPpdDrdu+++e8U7PvPMM1KAcxKCEKKqqmrZsmUjRoxo06aNt7d3bGxsUlJSRkaGw+FoLIEff/zx8ccf79OnT1hYmI+PT0xMzIgRI5YtW1ZRUdEwOCIiQqfTrVq1qrq6+pFHHunbt++MGTNWrlx5fa8BALgSLSwAeMzgwYMjIiKEECkpKQ1vra2t3bBhgxBi4MCBnTt3ljaePn26R48es2fPzsjIKCgoqKqqOnPmTEpKyogRI8aNG2exWOo9iN1uf/LJJ3v16pWcnPzDDz8UFhZardasrKyMjIzZs2d36dLlt99+ayy9J5544qOPPnJZtQDgOrom/msHALhEdXV1dXX1unXrZs6cKYQ4fvx4hw4dDAaDj4/PnDlzli5dqtPp8vPzw8PD695r9+7dd955pxBiyZIls2fPFkLk5+f37t1bWo1r0KBBd999d7t27Y4ePbp+/fr8/HwhxIgRI3bu3KnX///DEytWrPiv//ovIUSrVq0ee+yx7t27e3t75+TkbNiw4YcffpDu8vXXX9d93oiIiAsXLowePTotLc3Pz2/q1KndunUbPHhwz5493f1CAYBcDgCAIpKTk6Ud77lz55wbMzIypI3vvfdevfhp06YJIby8vAoKCqQt48ePl4LffPPN2tpaZ2RRUdFdd90l3ZScnFz3QeLj44UQISEhWVlZdbfX1NTcfffd0uNXVlbWvcnZSd966611UwUA9WAiAQB40pAhQ6S5BJ9++mnd7VVVVdLsgjFjxoSGhgohzp49u3nzZiFEUlLSc889V/dQa6tWrT766KM2bdoIId58803n9tra2iNHjpjN5kmTJnXs2LHu4xsMhgkTJgghampqsrOzr5jbkiVLoqKiXFMnALgULSwAeJLBYLj//vuFELt37y4uLnZu/+qrry5duiSEmDx5srTl888/dzgcQoj58+c3fBxpnoAQ4uTJk4WFhc4HLygosFqty5Yta3gX57lcjivNKIuLixs0aFDzCwMAd6KFBQAPS0pKEkLU1NR8/vnnzo0ff/yxECIoKCgxMVHa8t133wkhfHx8YmNjrVfSrVs3KfLEiRONPZfdbs/Jydm6desf/vCHhQsXNpEVx18BqBnrwgKAh0lzCX7//fdPP/1UOpJaXl6+bds2IcTEiRO9vb2lsAsXLgghKisrAwICmn7A8vLyur8WFxevX79+586dP/3007lz56qqquRkJU1vAAB1ooUFAA+T5hIsXbp0x44dZWVlgYGBW7duraysFHVmEQghLl++LPMB67awn3766bRp06Q5CUIIf3//uLi42NjY3r1722y2F154obEHMZvNzSkGABRBCwsAnpeUlLR06dLq6urt27c/+OCD0iyCqKiowYMHO2OCg4OFEG3bts3JyZH5sEePHn3ggQdqa2vDwsLmzp07duzYzp07O88DW79+vavrAACFMBcWADyv7roEBQUFO3bsEEI88sgjdZcd6NKlixDit99+q3vWV9Pef//92tpaIcSuXbvmzp3bpUuXug9YUlLiwhIAQEm0sADgeQaDQVrz9csvv1y9erXUdz7yyCN1Y0aNGiX90Ni1XidPnty2bdvBgwc7Vxj49ddfhRBt2rTp0aNHw/ivvvrKZQUAgLJoYQFAFSZOnCiEsFgsixYtEkIMGDAgNja2bsA999wjre26cOHC3bt317t7cnLyunXrcnNz77nnHp1OJ22U4i9evHj+/Pm6wQ6HY/Hixc4FEJyrawGAVjAXFgBUYciQIeHh4RcuXJBO26p7IpfEy8srOTn5zjvvtFqtd9555/jx44cOHdq2bduLFy9u27ZNOqTap0+fOXPmOO9y1113LV26VAgRHx8/d+7cbt26Wa3WU6dOrVy58vDhw8HBwdJpXs8999xjjz328MMPG41G5QoGgOugu+KK1gAAl1u1atXUqVOFEOfOnbviqquzZ8+WrkHg5eWVl5cXFhbWMGb79u0PPfRQWVlZw5tuv/32rVu31rvXzJkz33vvvYbBCQkJq1evHjZs2JkzZ6Qt5eXl/v7+QoiIiIgLFy7Mnj17yZIl11ojACiDiQQAoBbSNQ6EEHffffcV+1chxD333JOVlbVo0aJ+/foFBwd7e3t37dr1vvvuS01N3bt3b8N7LVu2LDU1NSEhoUOHDiaTKTIyMikpKTU19auvvoqIiPj6669nzpyZkJAwc+ZMDsEC0BCOwgKAWmzduvW+++4TQmzcuNHZzgIAGuIoLACohbTUQFBQ0NixYz2dCwCoGi0sAKjCuXPntm/fLoRISkpyXlQWAHBFrEgAAJ5UWloqhMjPz581a5a0HOyMGTM8nRQAqB0tLAB40qZNm6ZPn+78dfz48f369fNgPgCgCUwkAAC1GDZsWHJysqezAAANYEUCAPCk8vLyzMzMrKys7t27jxgxwnlhLQBAE2hhAQAAoDFMJAAAAIDG0MICAABAY2hhAQAAoDG0sAAAANAYWlgAAABoDC0sAAAANIYWFgAAABpDCwsAAACNoYUFAACAxtDCAoGiCJgAAAARSURBVAAAQGNoYQEAAKAx/w80YzpGIHms7AAAAABJRU5ErkJggg==" width="100%" /> ] --- layout: true ## Life Expectancy - Boxplot --- .left-code[ ### Cleaner x-axis ```r gm[continent=="Europe"] %>% ggplot(aes(fyear, lifeexp)) + geom_boxplot() + geom_point(data=gmPT, colour="blue") + *scale_x_discrete( * breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(60,85)) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true ## Life Expectancy - Boxplot --- .left-code[ ### Modify points ```r gm[continent=="Europe"] %>% ggplot(aes(fyear, lifeexp)) + *geom_boxplot(outlier.size = .5) + geom_point(data=gmPT, * shape = 4, colour="blue") + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(60,85)) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true ## Life Expectancy - Line Plot --- .left-code[ ### Line for each country ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp, * group=country)) + geom_line(colour="grey80") + scale_y_continuous(limits=c(0, 85)) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true ## Life Expectancy - Line Plot --- .left-code[ <br> ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp, group=country)) + geom_line(colour="grey80") + *geom_line(data=gmPT, * colour="blue") + scale_y_continuous(limits=c(0, 85)) ``` ### Used `geom_line()` twice ### See `gghighlight` package ] .right-plot[ <img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA5YAAALICAIAAACLmvgaAAAACXBIWXMAACE3AAAhNwEzWJ96AAAgAElEQVR4nOydWYwk2VnvT+y5175XdXdV9fQyM77jmbFnjIfhyiCEbIyQdY0BIUBIPCDhBwtLHq4QMpIRlizZ0rwYyw/GghcbLLB1ka5Ac7kDM3dWe9zj8fReVb3U0lWVteUeERkR9+Hr/OZURC6RkZGZkVXfT61SdGZkxIn1/M93vkVwHIcRBEEQBEEQxOAg9rsBBEEQBEEQBNEeJGEJgiAIgiCIAYMkLEEQBEEQBDFgkIQlCIIgCIIgBgySsARBEARBEMSAQRKWIAiCIAiCGDBIwhIEQRAEQRADBklYgiAIgiAIYsAgCUsQBEEQBEEMGCRhCYIgCIIgiAGDJCxBEARBEAQxYJCEJQiCIAiCIAYMkrAEQRAEQRDEgEESliAIgiAIghgw5H43ICpks9ne7CiTyaiqyhg7PDysVqu92SnRHFmWh4eHj46OTNPsd1sIxhiTJGlkZIQxZprm0dFRv5tDPCSdTkuSdHh42O+GEA9JpVKxWIwxlsvlDMPod3MIxhgTRXF0dDSfz+u63u+2DB7j4+P+VyYrLEEQBEEQBDFgkIQlCIIgCIIgBgySsARBEARBEMSAQRKWIAiCIAiCGDBIwhIEQRAEQRADBklYgiAIgiAIYsAgCUsQBEEQBEEMGCRhCYIgCIIgiAGDJCxBEARBEAQxYJCEJQiCIAiCIAYMkrAEQRAEQRDEgEESliAIgiAIghgwSMISBEEQBEEQAwZJWIIgCIIgCGLAIAlLEARBEARBDBgkYQmCIAiCIIgBgyQsQRAEQRAEMWCQhCUIgiAIgiAGDJKwBEEQBEEQxIBBEpYgCIIgCIIYMEjCEgRBEARBEAMGSViCIAiCIAhiwCAJSxAEQRAEQQwYJGEJgiAIgiCIAYMkLEEQBEEQBDFgkIQlCIIgCIIgBgySsARBEARBEMSAQRKWIAiCIAiCGDBIwhIEQRAEQRADBklYgiAIgiAIYsAgCUsQBEEQBEEMGCRhCYIgCIIgiAGDJCxBEARBEAQxYJCEJQiCIAiCIAYMkrAEQRAEQRDEgEESliAIgiAIghgw5H43gCAIgiAIgug1tm3btu04juM4sMD/hYXR0dF+N7MhJGEJgiAIgiAGEhCalmXhMv6FD13LvGx1HKfl9knCEgRBEARBEG68FlDGmGVZdS2jvH0UVGkPmicIQg92FACSsARBEARBEJ0Cxk7btg8PDwuFgmmaqDhBkvJKFL/qd6ubEVnxCpCEJQiCIAiC8AXoUR7TNHE54pK0XSJ+OCRhCYIgCIIgPgCm6avVarVahQUwr1arVZjo7xKCIIDhE82fKCJ7ZrIVRRGcB6LsQgCQhCUIgiAI4nThMqbyUrVarXayZUEQFEWBXYiiO3WpwwG+BN5vO9l73fZ4ZXETIQ5fYTOirGJJwhIEQRAEcQLp3qS/IAhiDV4agrHWMIyQjqBZAxA0mtbNM9CJLAax6xXiEYEkLEEQBEEQgwrM77vsqUgnWwadKkkSfoKpAFAcd9x89+7QaIrUzYHVM78CssISBEEQBEEEhNep/EK1Wu1QyYEllXFajU8X0KFOxRl83rUUGgz/5Sf0MXtrpCAJSxAEQRAE0RDHcdAV1RVN1bkxFQycuCPeCRUEa+Ats6Zh+6hWm3wbcarVqixHVCtGtFkEQRAEQZw8wJ6K2tQ0zdB1qivlKsZOhdD64wyEBj3BkIQlCIIgCCJMcN6fz0sF5tVOZB/O+Hslafd06iknsrFcjCQsQRAEQRDB6IZJ1ZsSld9d8LYSgYiypZkkLEEQBEEQDcGs/lAxldeswfQNnw2qbhKokBreRnuiLNT6C5+QIWqQhCUIgiCI0w6miwKpyof8d2L7lCQJY57Qi6CXCaFQKDdZjfRrE6Jcoyu6EnZ3d/cf//Efr1+/vrW1NT4+vri4+NnPfnZ5edm1Wi6X+/73v//mm2/u7++n0+knnnjic5/73Pz8fF/aTBAEQRBRpm52KtCsgU2qkM0U1CpKYRC+XcoS5UrpzxrI0J5p5ZOH47CDA7lQkObmLMpI0B7vvPPO3/zN30B9i0wms7W1tbm5+dprr/3xH//xb/zGb+Bq2Wz2S1/6UjabZYzF4/GDg4OXX375tdde+8pXvnL58uW+tZ4gCIIg+kpd/9ROTKqQ5F+WZXQDANULllrYY+fNdiX2b9Ra1KakUINhGOLRkZTPy9mssrur5HISLOTzMixvb6vVqjAyUr1+fb/fjW1IFCVsPp//xje+YRjGr/zKr/zRH/1RJpMxDONHP/rRP/zDP3znO9957LHHlpaWYM1vfetb2Wx2bm7uhRdeOHv27O7u7je/+c133nnn61//+re//e0oh9ERBEEQRIdYllUsFg3DyOVyuq53PvUvCIIsy5IkoVqFz23bNk3TNM1KpRKiavTmVSW7aSjouoja1KVTs1k1l5P29hQ/p/noSC6VjFQq1v0mByGKEvbnP/95Lpebnp7+/Oc/D37Eqqr+1m/91o0bN95666033ngDJOze3t7bb78tSdKXv/zl6elpxtjk5OQLL7zw+c9/fmdn5913333yySf7fCQEQRAEERKoI6vVqmEYsBBsU6Io8lJVURRRFCHJP/jCmqZZKpW6rSZJrQYjl5NAiaLplBepOzuqaYbjvWrb7PBQTqVC2Vj4RFHC3r9/nzF25swZVxzc4uLiW2+9Bd8yxl566SXHcR5//HHQr0A8Hn/uued++MMfvvTSSyRhCYIgiEHEcRxQqCZHu4IPTaqyLPMLoiiCsRZ0cKlUCrBxokvoulhXm+Ly/r4SYm4xVbUnJszxcTOTsWAhna5ynxhRDi6KooSdmppijK2urhqGoaoqfOg4zo0bNxhjKFhXVlYYY08//bTr508//fQPf/jDW7du9a7FBEEQBBEU8FjlaSsKSlEUEKa8WgUwB5Zpmrqu5/P5DjMMEB2CBlR+Wh8F686OUiiElsRKVZ1MpprJWOPjhkukwvLUlCHLLYYutm1H1i0zihL24x//+I9+9KPbt29/9atf/f3f//25ubm9vb0f/ehHV65cGRkZ+fVf/3VY7eDggDE2MTHh+vn4+Dh+6+Wv//qvQQrzPPHEE1/4whdCPowGoGk5nU7TqDcigD9WKpWiKxIR0ANPluXh4eH+NoZA4PVFV6QTwLyq67qu6+VyGbxLTdP0+XNBEFRVjcfjqqpqmpZIJBKJhCiKkAFA1/VKpWIYhq7r7W6ZCAXTFDY2tHv3tIMDZW9POTiQDw7kbFbZ35cPD5WDAznETiaTqY6NVUdGqqOj5uioOTJSHR2tjo2ZIyPVkZHq+LiZSARMBwF+JoqiKIqSyWQoI0EbKIryla985cUXX3zjjTd+8pOf4Ofnz5//8z//c1CorCZSUx4fjUwmwxiDJzkWc/sg371799q1a64PR0dHe3+Fopwu+HRCVySCwExov1tBHIOuiH8sy0K1WqlUoGPybwSVJCkej8diMU3TcIExZhgG6NR8Pp/NZmEXpFZ7z+6usrYWX19XNza0jQ1tdTV+545m2+H4oWYylmtanzemTk4aitJRqV7FA8pWRVFCOYRuE9E30ZUrV65evcoYi8ViU1NT+/v7+Xz+3r17r7766mc+8xmw0ORyOcZYIpFw/RY/OTw85N1kCYIgCKJ7mKZZLpcNw0DBquu6z9+CeVXTtFgsBmo1Ho9Xq1XYlGEY+XweY7m6ehSEF8dh29vqvXva/fsx+Hv3rra5qQWOmkokrPHxh+bSsTFzdPSYMXVsrJrJdHqVJUlSFEVVVUVRYBlRVfVkmGyiKGFff/31r33ta4qifOELX/jEJz4BgvXKlSsvvvjid7/7XdM0f/u3f5sxlk6nK5VKpVJx/bxUKsFCMpn0bvzFF1/0Pv+yLO/t7YV/JPVIp9Pg4Ht0dERvooggy/LQ0FAulyMzRkSQJAlmq03ThMEqEQVSqZQkSUdHR/1uSCTAnACmacKyf08kPiEAOBpCgtVKpVIqlaCKFfk19Yv9feXu3YdqFWWrrrfhDzo0VJ2YMEdHTZjoHxkxYX5/dLQKylVVO3VHhooS/I2EwCd1S2phrokO9949xsbG/K8cRQn73e9+13GcP/iDP/jlX/5l/PDDH/7wn/3Zn/3FX/zFP/3TP33qU59Kp9MjIyO7u7v5fN71c/hEURSvjwGrZ7UFen9F6Q0VHXpc85BoiStPZB9bQng5hVekw2xWoDbwv1C/Cmr3EP0ll5PABwD+razEVlbibQVUqaozP68vLZXn543Z2cr8vLG0VB4fD8EaAreNV5sizX9+Gp7TyEnYQqGwtbXFGHvmmWdcXz3++OPxeLxcLt+5c+dDH/rQyMgIY2x/3103Anxkx8bGIlvVlyAIgogmjuNAfgDDMDCnVYch/LDNsFroBYusRnBr0cEwhPX12OpqDNQqOrD634KiOJOTxvy8sbhYBs06N6fPzuqBtQavR8Geyv8lDdOSyElYcNGAUniur2DkymoeAktLS2+++eaVK1c+/elP86v99Kc/ZYwtLi72qskEQRDEQAI5p3RdR/NqV7VmlwimOBtJ1ROgX01T2NlRwaq6thYHwbq5qfk/Mll2pqYMEKlzc/riYnl5uTIzo7ebXQoznaFUFQQBTaqRTVY1KERRwp49e3Z1dfXVV18Fn1fkxz/+sa7riqKcOXOGMfarv/qr3/ve965cuXJ0dDQ0NATrWJb1+uuvM8Z+7dd+rfeNJwiCIPoOVJkCqwf8hcqrkHkK/p4ef1OccYZDxs9PxrFblvDggcp7Aqyuxra21LbSAoyPm2hVnZvTl5YqZ89WJMnv+QFVChl5IXxqdHQUxkWDZUmFZ4SHtemc2mMiJ2EZY5/97Ge/9rWvfe9739M07ZOf/KSmaZZlvfrqq9/+9rcZY5/5zGcgpcv4+PhHPvKRt99++6tf/epf/uVfJpNJwzD+9m//9v79+9PT01SaiyAI4gRg1wAx6ue//W5yHwCphPnOQKbjct+aFR6CIAiCUCgoa2uJ1dXY/fvK+rq6vq7evq0ZRhu2zEzGQqtqzcJaicXauGcgHRVI1Xg87s0xJ4piIpGoO5ncX3A4B9QVrF5IwrbHL/7iL66srPzzP//zd77znb/7u78bHh4+OjqCp/HZZ5/93d/9XVzzT/7kT1ZWVq5evfp7v/d7CwsLm5ubpmnGYrEvfvGLgzX0IQiCOA1gJ4qOYbAMkgt9Rl3atN+t7j8w6S+KInRt8BfjUPEsDXpOFdCpMM9eKmmgUG/dUu7dk+/fV9bWtHK5bbWKhtWlpfLZs3q72f4h2RmiKEqU1QU8QV5wCiLANi3LimwGrihKWMbYH/7hHz733HP/8i//cufOne3t7cnJyfn5+U9+8pMf+chH+LtnYmLixRdf/N73vvfWW2+tr6+n0+kPf/jDv/M7vzM7O9vHxhMEQZwGGhlBoR/FT065fbQt0D+VF6m4cDJOIOhUcBKFdPrlsrq2pt68Kd2+La6tyXfvqnfvqm2p1XTaWlionDmjnzlTOXtWX1jQz5yppFJtG0GhlgokT9U0LWr5U11mVC/dGO/Zth2pk8BzMgMPA5DNZnuzo0wmA3lhDw8PKS9sRIAqpkdHR4NuwzgxSJIEKUdM06QspF2CdxVltelm/kPXCo7jCIIAFh38kCAagTpVFEU0YaqqurHhXL3K1taE69elW7eU9XV1Y0P1r0RU1ZmYMMCqOjene9MCgET26eiMRarQztq5kVUUxdHR0Xw+77+wBY/LeurSrF3VbDiu4P/2ODcCVmD1Q0StsARBEEQTvEKz0X8bfdXvI2CuVKlkTxlQIME+yh0wXsLFLZXY1avWzZvs5k3p9m35zh3tzp02agRAytUzZypnzuhgZF1YqExOmowxCJ+qqVXBshQYWbFW95IkSahWIfoqhFPQDjjXz0cZtnRIDR0wNsNphAVY7s3ew2LAmksQBDHooKxsbviEbpj3DeV/FSmEGmINmHkUBAG0MjoSoM5gJ2Va/PQAyUox7l7TNFQ8UFpsY8O+ds25fVtaWRFXV9W7d2NbW37Nq6LIpqf1c+f0s2crNZcAfWHBUVU+c6pm20q1WoV8vX5snOAYAKoamt3tOXF4QsvlcqlUKpfLvZnrbwQ4FvMKFUcafIPx2TQMw+KydsCrZmpqqmcNbheSsARBECHgMq7wuCyg/W5pfSBUCGQo/uU/EQQhkUhIklSpVFCqwreWZUFGVdAW8F9ylBo48HKDZQ6tlfAt3MOgICsV69at0tqacOuWurKira9rt2+P7O/7VRSK4iwsPKxotbysX7hgXrhgp9OYQlWR5ThjDApMIH4Gb5guoEvRVy5vVG/4VF8CEDEGDhUqKlf+peQ4jq7rpVLJquWVQ506oJCEJQiCaE1zhWoFjfYNBZi0RUHpUp91v/IutNyLbduaptm2XSwWsQoATIN2/QiJUMHAf5SqLpMqjklKpVI+nz88ZKurwv37yspKbHU1AelX/aeyymQsSGK1sGBeuFC9dMlaWhJVVa5VSX1Y9d2yLMMwdF2Hu8tPZAIaWVG2dlgsAJ9u/jF3adZOtt8h6F4MIpXPUIF6tFKphJvNw7btyJZgIAlLEARRP9QX+nKMqOjSrl2CEnoLnIjnbaL8X1gHpWqHbXDl//d23uykZMI/VcCtwutU3vUTTaqWZRUKBTCcV6vV7W1pbS2+vq6uriawHKvPPUJRq+Vl/fx5/dw5++JF67/9NzY2hqZQhTGFcUXRQK2C8d5/9BUfHNbWzd/EdNoNhRq4VK93MoT3PgKbdIjtbA5JWIIgiH7i6rRcJhbeQbNz+KLnuODVoGgi7QYoSWEZLGq8hQldVKPs20D4BI1zmqbFYrFEIoFfeU2q+F/HcQxDWF+Pra7GNjbiKysja2vxtbVYpdKGeXVuTj9/3rh4sbq46Fy+7Fy+LMgyaEqBMYkxybZtXqf6V6sAOLCiZm0Sb9TjUSg+v6Ch6+aM83mY+B7AhzFSLu+WZUU2zCuizSIIgvBPL3svzBOE8hQn9bAGeud74VMH1F2GA3S4ogB8EBjhB7R5u4YTqCT4nGL9Bc3tYFIFqSrLciqVisVijuMcHBxUKhUQiPv7+3Dnw82PG8nlpNXV+OpqcmNDW12Nr67GtrY0/wc3Pm4+8oixsGBevGhdvmw/9hibneVvdcG2nWrVLBaPqdW2zp5QqyOAplZ8mtBw6x2Ihu7JwwcmiqJo2zbYQXnn0RBVZhRusCZEuXkkYQmCiDoDrVD5LtalRBvJ0+j0GYFnQnsMb+FGmzerWciYR5VaXDhLP9vNgYZ5dFHls1PxGIZRrVZLpZJpmtlsFmycrnWqVWF7W11ZSa+txcF19dateKnkNxgfslk98ohx9qx18aL16KPOo48KnG2XOQ6zLKtcNjGMvd0APj5Ynk8UAA8LJBzASZJwLxP/dNf8cR/umg9Z62+acP7W7W8z4vF4HxvQHJKwBEFEAn7G07Ksg4MDiEdua9qxOShxXKoUFzpJuMO3H/p1nK4NpfGh4Irxgg+d4xlk+fX73n0yLhYNrxG6/7rUPygewzCiI0x5eJEKOhXNjXXXhyPSdR2Nmo2i8nM5CQ2rsHDnjmbbfsdamYy1vPxQsF6+7Dz6qLO09MFIDW/sQsEC9Rwg3QTqVHjc4ENww4UY+bAumetWwREpPPKCIMDrBQ7BsizIe9XjRFe8C7vDwa8WkfcGNCzcrA4hQhKWIIheY9s2diEYRNJ5R+LqvbzG1FB8T9G1tHqc/somFKauGC+YA0WFh4Kvj02tCygMfiDhMppCFEv0PSXwJsTUVGBPbXnvwUPR3Ge0XBa3tuIbG+rmpra5qW5taZub6uamlsv5N6/ai4vG4qJx/nz1wgX7wgXn0iUhmfxgBTjPxeLD/GjQkrbOuVirdwWnAt1dmkjwtjbeaPCJXzEuUg0OgXf/7WTvfpoHBRc0TYN3Aj/KsmtV7iJ+D2NqZ7yCJGEJgjh1uAyTqFYDSyhXB+YCp4/Dany1Hn3Rf7wqxcl9FHmM88yLThSIF+F4Yi/GmVHhDul3A9sAg/2bT/rXhR+5oXmVX8EwxI0NdWsrAwp1c1MFwXpw0F6XPTZWXVrSl5ery8vVS5ecCxecc+cEbKNdy2Z/eBgk0IrVFBv/6PFuAG01FeBHm/xyIzce+4M8tRUcCYcbnekCG+aKwUKRCpcy2OF3D8xhgu9PHGuBR4d4PMczJD3QdT2skX+XIAlLEEQI8CZVfqHd7QiCAHHHqVRK0zRBEHRdd80/hovLgYFvfzd2VxdQpfiXeaYRo2+5ceESqfAh2lP72jS/4IAB61HF4/F265Hy5kDQi/woyDSFnR11YyO2u5vOZpWNDW19Xd3Y0NqKsgIkyZmZMRcWzEceMS9dss6dsz/0ITY9fSwWqlqt5nLtJbFCXNINBx7BsjuBpRZ9YbHSaaMhKMZy4cns3phH4lKIwCcukRrBSQwe/o6VZTkWi3mlPwJzSoZhlMtlXde9dwUE5EVWxZKEJQiiDeoaVoO5q4q1epV8ORnI3iJJ0sjICGPMNM2jo6OwWo7WPrSBheLAEErbXH8HnYHT3BhHFYvFYB683URCoAbw7gJ5B3odgqs2N9XNzQzYUzc21K0tbXdXCXCShoaq8/Pm3Jy5sGAtLYnnz8uXLsmzsxXGTHZcNO/tPZxJb1d1oecoqxlWwc+h3abiWZVqMWrwyDeSRHDSvI9niPeSN+aP1W5X63gi5EEB/Iwh72/L+xbu0kqlgnbrlufWNE1N85sYuMeQhCUIog4h2ib50GPsxkIv/MgDvbhZo1pL19+l3Z1UBiUdQVuAdgEDFT+Camsj+HRUPfH4EFm1saFtbKTQqvrggWpZbd/tqmpPTlYXFsyFBfPsWWtx0VlcdM6fZ8PDHwgvRVEcx6hUcgcHBTBStnWfw7OJyfMxMA7ETbvbcT3jjaQqnj2YrYY2h2jdxIOqa0nFlCah7Kv3wMhf5WjyIsXXIN4bAQ48sklhGUlYgiBcc52BQx/a6sZCAecWseXRn+brC7zlCaZrUZ7yqsXVvQ20fsWDxRlVuDnbHTjxYzk+Ht8rVbNZdWND1fW27/a6UnVpiY2OftBUXjTv7QVJYsVq58Q5TudSFSPwXOAZQw8KTIfXVrO9bfBaUvm5/uj7VWPMmZ+V0ciKytW7Dh8Ui7doiEOCULbTDUjCEsRpIcTgqro+AE08rvyDdgKnllEIEu6gQh24GepegsHgEGCkKIooipj/AQcqAWaWowxIGb6Gal1F5Qec/ccTtb/vgCUV1OrurpLNKnfuxMrlAFLVmZw0eak6Pe3MzjI+gxXjntNc7ljIl/8dYfAf6lT4vK0BHjzd6AbA+/m4qNYqDoTrnyMeL2UHh2OFl9BX4DIHd+lxAD8K2AtvAW2yO/Bk1TQNBCufywI0Oj+O6k2mBfKFJQiip9Q1rAazTPA9WYeGVd4ble/nwJUWI+sDbPm0AV07XA5N01Be8Ne9UCj0Pi6t2/BaCoKrgo2aQAPxztz7+87du9L6urq7q2SzMdCsd+/GSqW2b3VFcaamHkrVqSl7ZsY5d85eWmKLi4LnuREsy6pUDL4l7SoSr0mvrWFe3bAq7xgAs2Lx1r7OTX28SdU1LQBbDjzjz6e/gI27ZmnCdT1H+zQGZVYqFT9SG42sOPiELHhwevP5fM+kKuAyT9S9GaIDSViCGGwwnSR2gQGiLuD9K3vw//JCTcB3b3wEesS1KSohvtvjk5DDfzHsg9XGCT1zXZBlOZFIxONxuC7osIh1jDpPuhkpIDcFAB28ywTo1CoyeP/iBeI/h4XDQ2l9XYY0VZub6tZWGtKsVipBpOr0tDE/X52fry4sWGfP2mfPOufOsbk5r6p+aOozjCpvRQuWxIr33z04OPBz+7kcABo94HDq4EZCD3ifQT8+24+utzjp73RQjk7m0gnDhAMGn4XrAc/71Hq/4kVny+3ItZIWMPiEBxlCrIrFYohnuyVNAmoHhUFqK0GccvBlh4LV67/YEnjdu2yrzX0AHC5DqsWBsiDi8tQL9OhaDa+LJHZIYHnCTr3bDcNOhTHmGo1Uq9VcLlcoFCRJskOtqRsF8LbE8QOraVDIT2l7SvI236BhiLu7kKYqVnMD0NbXtXw+iEkpk7Hm5w1wADh3zgar6tmzTJZdT407iVXdXFp+8MoLl4NEoVDY39/3ngc/Tj52LUcV3NWhhzziRYSZAVYz4rY73hM8xUrAk9v1RgrFMca1Lzh1cO3g9mv0w+Z3o1ircAEiG0f1pVLp6OioN2/OtgJqnVodCnz/jI6O9qCRwSAJSxARxa4lHse3SVujc5/BVdAZQJVF6AmsWmYZO6qVkPgpQsaYn6aiSQ98JXECGt7XlUoF4qNxbrQHBw72GOxOYEEQBJQ+cIAuQ92JiVdzpTuAfj1AktFSScQcVVgIYGurjYJViCg6k5PVuTljYcFaWKiePeucOWMvLgpzc46i1JeqrGkuLf/APcCHnTUxhjmOc3BwkM/nHzZFEGZnZwWuGC+uBg81pE9CtRrufDS8Z1Ai49uD1So4+NwCH3WH7yh0/YTT2/nNj8Ia341owUUDAfwNVvMW268oCqp2eLd00mz/tBulYLeqCScIAklYgiCa4TWvtmVX8IoheC/zjqcQFwWvVJxm7eYxdYQgCMlkMpFIgKTD+UfQB7quQ/LI5hvh0yVCXkOwpxYKBejIe2ZCxuEEr1ZFUeQ9AaBVUb4o4dLuadd1kVeogQtWMcYEgY2Pm/PzJjgAnDljgQPAmTNMVetKVbcoxPj6AIFWqCpAsbU7des4zu7ubrlchv+Konju3DlFUQ4PD12OqqHfS0KtjBMIZd53yP9JwJxQci31LBjX4ayWSqVQUhbAGwPH7XItMS0/4w97DOYv7hLujDNewqbwAnWPdt0A8MAx864fPxY4rsi6w5KEJYhe4xr4tuu9yntnspqTFsy3ViqVcGMUOgQL+bRsD0aUA/F4fOIya44AACAASURBVGRkxLKsfD5/cHCAlWOabwRlAewXOqdisZjP53smDesav6FsI3QelUqlUCh0Q2EMNHhLW5a0va3cv69ks+rurry+rt6/r6yvqwEKVrHjDgAQWbW46Fy6JKRS7v27/u80yKXV1hH5n731iWVZ29vb+CCA/ltdXQ28wUagRGOMoY9pW1KVcRoL/UPwrOq6XiwWw5Wq6F3KT7DAFYRplgDOx6x2Z+IhBBPuuCkW6OXsuoVa3kgopnnzauAXjm3bJGEJYmBwOBhXg962bXiFNfnQ9RN4jTrHCaV5rINY3XARa3XM0aCCr8smL02XZoVkh+j4WCgUNjc3K5VK810LtRzmcE5s2+6B8YOHdymWa/lWMRQG+um23D8GFz7oDQ11AEbw8J/btpTNCtvb4tqacOeOePeudP++cv++srmp2HbbIg+k6sREdWrKwtSqFy6wTKZ+ZJULby6tdq8apjMLS62y2hiMx+pC4l5Uqzh9X+WiuHxuBNUqXmJ0V4XA/A4bKdaqfMFJjsVivLkRNSU8bqH4S8BdyrhUVu3+1nvUPtsDolxVVSgU19JI702z1a62bo5lWYqihLjBECEJS5wK+EhVjEPi/3v37t0T42XYDdDggT00vKNxZr/lqWukWcEkk8/noUhBW72O02Zi9k7giwLg3sGgruv6IMa0+UTgkjOA0EHHFcg7C5832cL+vrO6ytbWhLU1AaXq1pbSjYJVfMP5/zjH897DAsZEtnXtXCYxfBzaPRZX83j1DAvdeB1hxBK/33YNirxhFRqJM9ShtBAzTHmDTTFCgFerAayhOFHTaB2fTzRsyuU939bbAF+MsVgsFos1yVfoeGrC9SAJiSAIsVisq7voBJKwxGCDZs5qLdyVF6Z81Hy/WzoYoE5F7zFc5v1QIedoy0010qywBfBMHZRL064lZuBwqXO8Lk4tRxVjzOvLgTY8SZKKRRXk6f37yr178v37yva21L2CVdgExqUcBjDum8+eEeBOc7kbompvdzsuLK62CDgmhhtiBWDcEjoX8QFGfraAA1d+Dj2AR0GT7aMbAMhWV5wlxqJ14gbA25j5AUy72+HVat2nwycuH/26txPvBWFy5WHb2lEokC8s4cZxnA6H7KcE7IfsWvpAvkNCwdqz9ggnqGQ89kzwF2wqrugE6OogCMyPKxUY5zAfDeYqN00TMh5YkS/8OIig9OzQaOffdMTVVtWgWtXGhtbVglX41BeLFi9VcbnzB9OrVuWQkrqDSwkfBBa6eRVDi8Ra/Vj0vfa5BVSr+IndhdSqOAzA9AvodwQuB+AmHkwi868duB9wy+268PJuUbxXWLALB5oVc6F4byqMZsPxTDeGND7xvsajLFdOTpfcIdlstjc7ymQypmlev34dP8EeyLvAuCkPVnMG5//r/Qp/yMf6uL7iv3Vtsze0nNbvxlueeU4sgCOKLu2UByUjusw6tdTrXd0vQfjHttn+vrK/L+/uqvh3b0/d3ZX395UHDxTDCGJVnZkx5uaMmRl9dtaYmdHn56tzc+b09Ad2PliTn/HvxiwKP3gLS63yo2sM98aBd1gtZ7VKWvw4k9Usi+167uLxdskQAEqobkrUDsceQuNsAO1uCsYt/EY67wLgwBOJBDQSlDp+C2q1XC5Xa5XY+mJbxdk2aKTMVYjou8F1fHzc/8pkhe0Droc2Il50dQU09iuogF0S0LURnLHCBW+EUx/9Tbt0qtFNEGes+DODZgarVjMmCpf7ZBM1ezl/P0ShYbou7+/H9vbkvT0FhOn2try/L+/syHt78v6+HCCgCoCCVaBTZ2eN2dmHgnViov7MdejRd7xCxRkG3oU32HCdN0nyvgqhJCvlW45i2nGccrmMW4aXTLvZSxjnyszPgIfu9y/Ugvb4JCRwfjqJsMSrKdZKXdhBswHwTeW31qF3kFQrOcHb7yVJGh0dhdy9kCzP50RWuODN79KpgZ+CCEIStg9EoQ/zEhElHVkELoELdpC2bQu1CHS0wQxETJh/keca23hHKV1tZ8u2gRHdOyzsb5NcH3a1PXh1oKeHOzOfl7e3pXxe3tpiW1vC7q68syNns0o2q+ZyUjYbQnwx5qs6c6YK/xYWzNlZE6b9MXCq8x15wale3l0bzF2BJz2tpoRyBfEaod0X7xa0SoL3Z91bqGUb6o6UAjhr+gHfBvge6ORaS1y6WcYpYP9uuwjK00YrBD4hfEbbukknLMsqlUoHBweGYaytrQXYRbvwphOAr9fQoQMApOlljA0PD4fU3vAhCdsHVFWdmZmBVCNopHQpA3Y8WNK1Dq8k+BVc6xOB4e2pgFXLMtPHmB7stvGNjw6saHlCowvjYqeQRjcMInEZ12E78MNwveLCIgoy2kW31SqItmpV3d/X9vaUbFZ+8EDc3RUePJD29qTtbSmb7ciMyjM0ZI2NmRMT1tSUNTZmTU6a4+P21JQ5OVmanDRg7Ob6SaHQ+W5bg0ZEl77hja/8syBJEvoy4uQ7Oy5bw20hmrvARCdJEuwFs3WWy+XAtwqoNLGWrhU/9z8obWv9urRr8hC4dBasNtJDT6oAl0Dg0u6CjTnENA4ux2g+2zSP4zi6rlcqlXK53L3IVG+IrcQFMIS+O1CupVIJHi5JkoaGhiLrDksStg+Yprm1tdXvVkQXly2B/6/LxIVCrfMHDF+p8N9eyjXefuZacC23PExoNrxPfcb7g2aFHWE3UNcORAQmgGjI5aRsVi2XY3t76u6uAmbU3V15e1vK5aS9PaXz66MoztBQNZOxxseNiYnq9LQ9OyvMzDjT087wsDM/b8diJiSg8CZNC6AT+Gl93nqE9z8IGtd8PfrF+jl1sHK7drsOQamKDyk/J9OJVGW1FKFCLRsAnhDmI3oPxt7ghMr7E3fPmYp/R6HrAjowBDbT8oISvSysWtLcDlNBi54aV3UjrljNCw40K3g8hzjhhqMvXqfi1Q9rL01wKVfEsqxKpRKPx3vQhgCQhO0DUTNlRY0mFuVGX0VWb+G8IXbVvNFU4ErgtIXDpVzBjDM+fa14NYySN8ixEfXgjUxN7k/DEI+OpGxWgYh+mN8HtZrNKg8eKNVqCP0WpKaamKhmMtbU1MPyVNPTzuRkdXi4HIsdMnbshkHTjmEYuZydy/ndEa9g0HOR/wpVl1WLPerSBHe3wVE0zqSDP6Wu64E3iCNV3sUTz5ufAh+qqjocqBqd8GIPXAqVHQ/SD2VfsAteUMLuMKNWh+MBVqtFguVtvYUD4LbUdR1frZB7NZSYQnzho+tLWJP+gYHC48Vise7DqChKIpGIbF0DRhK2L/TYSEB0FbSV8tkNXb14YLDLd9FWV+HyWgs9kuN0gjMArs953wbDENbXY3fvauvr2u6uureHMf5KsRhC2K8sO6Oj1cnJ6vh4dXLSnpy0JiedmRl7cpLNzrLpaaFxSnKZsbRhaPl8HvKdwafNo1saHTILScGETjei+vhhSSgbd2px+t7PfW4fprM7bwmOQ1i9C9r5kAOHN3Ut8aDXsawDZELtZF/oZsB7r8K3aCaHmx/sqfA3lGuKIRO8Yo5UBBXYXKE8hPdbWZbj8XgymdQ0rfdtawuSsH2gv7eFUC+xgFCLJ+W/EhunI8BPRC4VTvdMofg+5XFqRQ162XGKtTKS8FZqNOXULg5XIwcJy5mhq5cmdJropEjhaqFlCQ8eqBsb2vq6urGhra7GV1djW1tqhz6pjcyoMzPOzAybmmKyfKwYwfGnw87nbZzMtY9n/g9whntwUQQOtOmy468pdrxgGK7MeyCADIr+XdRj8GTiQMs1x9XJ61Tg3PRdMUaCIIB8xGsEC6BTO0/SIgiCoiiapmGUlXg8hxfYGjtMZVAXsVbABcvewt04OjoKFQdD3FfnNFeuYHONx+PRV64ISdg+EPq8rWuGWjie4KmX/jSBcTzVdFz0pVWYiJuPcOpkgy4HAOxuT1vC/ybmscCdWQB/02A4DtvZUe/d0+7fj927p927F7t7V9vY0AJM/YMZdWLioRl1asqamHBmZuyJCWd62pmeZqr6cJCGozX8a1lWNmvjlHEfJ+WFergEKP4Xh75N/tsEOFi01QVLV9S5dRbmgvkXr8AFjWFTWS0PKM5E92C83WQQGIo8FblKKLiM1w5ea9Va6ddKpcIPnDo5Li+QfjUWi2H3AbuD+6FL7wFBEDRNSyQSkPm1G7sIHV3Xi8ViqVRq4i2QTCaj7DDQCJKwfSCRSPhf2RXlg4NaXqT2S56iT5iflW0usSIvWLtUrqZdYBzPF4/pRPfzBwi97OmUqo0I0LuASuAXXCezSz3WwYF8/37szh3t/v1YTbNqlUobI5mRkerZs8bsrDk+bk1MWBMT1YkJe3KyOjpaHR+3XNMLDhd5s7fXjQNqCEYNOg1yvEuSNDw8PDIyAoNwn94yvF8m2vlcupyPT+KTBvDrs/Ausc/teMPAMcgGtwPPOBwCqjdYCH32A+981nRqJdjDVdd0yv8XV7a5RNcQr4YHHu5rvJEWx6FRtVrN5XI5/y7bHbQkFotpmhaPx6FQ9kBwgpUrQhK2D8CUCjoGiZ5EMFGQpwh2Nq5IYazrjQeCBhj+t3xf1a9DaHmqNU0bHR3N5XIB3JQxih8zT2G0SjeOpV90brjyD8bACYIAuh/VT1f3C66rd+4kwB9gfV29fTu2t9fG+11Vnfl5/fx5fWHBnJ835ueNpaXS8HDD9A75fEhNbwcMJUG/bZyg56lWq/l8no/zsCxrb29vf38farszrrwc4+qY8Eo0+k8BumbyahU9F1GhWlzGVpRr4Vq+eRs2r/hxhWDnU+ASnvDW0+a9DCpyPqFeN3QqOz6LKIpiSzNqz+YcwCU0Ho/HYrG+d8T+OQ3KFSEJ2wdisdiTTz6Zy+V6YJPD1w2+/vj3oMWFcVjHy73icsuXptMgHKE3uBywvAMAP370UtOAUOzGcO4SDcnR76F9wk/+8ooEV+jGkfIejYwr8Is2rdD3yGo3jG3LOzvq+rq6shK7fVu9f19ZX1c3NlT/R6koztSUOT9vLC/ry8uVuTl9ZqY8M1Px3kcdnjkcH/LTtbyZv/nPBUFQORrNLTgeTx6YrEdFxa9ZqVRahsn3DIHLgYBz+vz97F2G/+J97hKp+LyHe8+7nCW8WjCwQgVPJ/ivy4VM4ir3euHd7que2mPttsRna/nbGM3wfexBXIBFA5TroPgJAKdKuSIkYfsAb95AWclrTVzAD73f8pNr/IeuhYGG73tQobpy+HW4C+y6LMsqFAqQP6XK1YMN5UAiAi/rwW8Peywct3Rv7/y8M8jT7llT+JEMY/LWlrK+rt67J9+7J9+8qaysaJubiv9AK0lyZmbMuTkdDKuLi+XFxdLMjCGKwU1iaBhjx61QvFVMqlWWx/oUuq63nCiA66tpGspW1KyWJ7tFS4tXRICDcrn6+HRMdzgHdHSf7WqwF6+YYS8oWIPd8Pz9zJdfkiRpaGgIcnbmcjlvNgnbtqFeIIpUvO7dfrmJ9SJ9u2Hv4MfewQ5qQP0EGGOO4xiGcQqVK0IStg+Uy+XV1dV+t2IAQD+ERiugDuA1gXeZj8XmjUydR8LWRehVXFHdXQu1Ak5og7GPZ+aCt14PmsE846twe03puIcizAjn8/L169L16+KdO+Ldu9L9+8rKiqbrbbiuZjLW0lJlaak8N6fDv6Wliqb5bTl//kFtwF9X+skmgL0/mGaFAR7M/0IeTTQxRlykNoIX/U6t8IGu62hw5b2YGFeplb/ne9BI1nFNV5zrhyfXVdHe++zAwwVa3DTNQqEAFSh4tdrHix66RBaPhyZjnFzgkfCA+gkwUq4cJGH7wGA9LW1R1+tU5JJzoSp1uEgIK2hurK7OODcCLCtNfEN73G2IoggTxJIkYTHYXuYeFjxRF2E5QaJHLN+jIwcHbHWVra0Ja2vCzZvKrVvKnTtaqdSeWgWRCrbVpaXy2bOVRMLvfSh66vpIgbJ/BNCssGt0mrRtG3LlhH7vCVygD3T5kiTl8/lKpeJ67ry3QSh020+JH26xoO0P9iveTIsT61YX4sAGDizEhXlgwIIOD4gf55lGJ3Bw/QSYb+WaSqX8D5gHndNynJECniJQbNjb4eyhy4bH+/X3LC1LXbDjdIUC8B92uAuvrrWOR/tGIUakk64uREA8McbAga+Pvok+T0WTfoVfBxz7NE0bHx9PJpPVavXo6MgwhBs3rOvXxbU1AWyrN2+qbQZa2fPzBtpW5+eN8+fLo6O+hL7ApUlHwdpJrnLoivxrVmwGq70QwlJ1wvFYH8kDWrxg14lEAky8oihC7Vne9NhydyKXgoq3m2I2ht4/3X18n7hm2PvShv6CjmGQ0lWqVQSAB0TXdV3XC4VCcyMFjgQanczB9RMAULkWi8W6vf8pVK5I76KMI042m+3NjjKZDDxFh4eHfAx7Dya4myM0TUwNCzgxx/uTudz7RC70xPsJv0c+cpmf/0L9Cuch+o56IcL36/1uS0DghmnpBAIIDYKN1taE//xP7cc/Zrdvi3fuqHt7bbyaVdU+c0Y/c0ZfWKicOaOfOVM5e1b3qVZd5h9XEqXAoGYF2dczG7ngybrKT7vzPh5OLYmpU4/Ae3c9/rZte03UvBbnh+v4SbC9E9HE1UG4blGrVu+g+XWHTgr6iEbrgLDTNK33fgJiGKUNTq1yHR8f97/yiTryQeHo6Oj+/fu8AaMHoLOgVMtdgh6EvLkFcGrFosDCh8s9a+2ppe82Zv/wt5DL27jJrxppVsZYscj+8z+dl1+WXn01dvVq3E8bJMmZnjbAqjo3py8ulpeXKy0DrXBynNep3mrpfvDOG+AwDLphOBt9tPOxoCFEoew9OpHmAXCFk/LBdvzbsq48wmGPbdv5fB6VliRJmUyGv9O8P0dhB1lX/UydDxDBwtrgvQGvGqgEW1fVDbSfAFIul8vlciPlqmlaMpnsTWEFGExG+UyShO0DxWIx3LpzYr1Uf/yCeDw41OFKs1qWBSIVu+HBjfwguoFrGl2qpTLAqfCWP2+S1KladX78Y+f//B/pv/4r9u67cctqaCwRBDY1ZaBt9ezZypkz+uysLsvN7lXUqa5DaGKVcTyljNGbhc/ecJJUxamFd4JyZYcN7CXCY5rmzs4O6ldVVUdGRljNd8J7p3USGOATkcvL1o0Bc8tQAf/bAQcDQRDANNuo0xx0PwGkXC6XSqVSqdRL5WrXClW4sqqhEpAkaX5+PsQ9hgtJ2D7QbgFil0JFYwBjzHEcsZZPxOHCpDBRjutd2Z0DIh7iMs8M4glHyxN052j5AEs8RLi33ELLRKR37jgvvST+3/+rvPFGMper/0YeGzOfeSa/vFxG2dokLQBGVmFMFShX19yCNzcFPjK8hvB9tqJLXSXRubCIMnDr8kN3Vx1U133oelrbwnGOVRdDWzt/R3lnrgzD2N7eDnyAPkGDMeOcmC0uBXi4+wLndYT/1uWX4nVTwV4J/4I3PHgUVCqVJhGKqqpCMoFYLBbiEfUYx3EqlUpXlWsjeerTXGXVChgF23u3IQnbB/hHzjVXxerNK2E8E0yg9LStRDsMkBtAI7BrqVarkCvbz69QDcCCZVkwF8bfrpWKeOVK4q23Mm++mb52rX6NZUlyHn+8+Eu/dPTMM7lLl0r+X5u2bfsxCZ8enHpBh4N+c7La65F/beKQHo3rfMQYq0k6pxb471KuvJZCSeqyj3r/25cD5wU670XKGINZERyVsTZn6tHk3LJ/cQ1Qm1s9G1myGxmhwfvz6Oio0RkGuyz4CYRiJu8XISpXp15REpsrAtx5a+0I+xKQhO0DfEfril0giEGkkXa3bXbjxkPZeuVK2jDqa9K5Of3ZZ/PPPJP7+MdzicRJMIKeABrZXfqrg3lp3kn3DAIosi9esG6ClRGKUziOA0G0EA7oJ+ap7mZ5a7Rt22AnbnIehMaVMgCXQZrV7Ha8QZpxeSfaHQOcGD8B1kq5wvDAq1y9c0eueaTOG4bRdYzLfIJW88jqV0YSti+Uy+V+N4Egusj+vvLOO6m33sr8138NZbP1U18ND1c/8pH8M8/knnsuNzVF1tPI0T2pigZFdjyHoHM8K0KX9g6EJV55g6hTK8QVbFOCIGialkqloNoWCNZSqXR0dAQWVv+bAmMtutbAxIht25DBrfm5FWqJrtANA9SMYRiVSgWvDurRYAfbkpPhJwD4Ua4wVmGMWZaVz+fRnhqWSBW44sbYKhx1DK6fIUnYPnAynO0IgqdSEX/2s9Sbb6bfeitz/Xqibi8pSc6FC+Xnnz96/vnDixdLgzwTSNSHF3ONQNPO6OhoE4Hix5PS1Q2jdda1ms/Gt8wJiKnB7FppKLCJdiK4ZVlG+VKtVguFwuHhoX8djMZaaAPELIIjKYjOdpsH5t6e5Z9xnWpMKTDQfgKAbdvNI7QwoKVJsJp/eA8Z7yDQ6aCat2EYkbV/k4TtA/0d7pzskA6ix6yuxl95Zcinn8Av/EIumaTx2wCDvqQQMIeJ1bylECo1Gokh0zS3t7dFUUwkEiDCXKolRBHjeIDu3KVQ6/7QqtWF8pmCA2mu5sHMCdsvFAo+tylJEpQRhkBJoFgswqnGKF6fWwsXgUsDjKkbXWdY4BKTuYyCA43LIbVcLm9ubrZUpe0qAV6h1m1DiJceH/Ng2QZ7RnRbdoLxGSLTJUi/Eh2yvy+/8076rbcyr746tLNT309gaKj60Y8+lK0zM6fRTwBzAnj7aaderJXPbbLjwXOs1nUJTQsUhQXuwrIsMJiBcnW5SIIwTSQSjDGYv65UKq5qXoBt24VCATQcVGUDx8dw3e98Jh9wjvubwnLgM1n3h2hBgBQfzbfgEqz8SbZtO5fL7e7udmlOz2V4bmmZ7iS9w0DQA4fUlgS+Ff3MjbDa/QaPoaZpA2EIJwnbB6LsHB1x+IBi7LMDCwLCP7ouvvtuCz8BUXQuXiw/80zu2WfzTz+dl6RTfUXwtgzxzozUrW5ZFkySMi5QHebEebONKIoQQs5qBYfAL9BrzgQbZz6fZ7XpdYwi6kb7OxGsEG4FshIOx/9OG33VRLAilmXlcrlSqdSWxy2fvQHn64Va7jxM44BW0tPZQ/HJp3iraogOqeGCV5C/pthyPn9Ro7tuEDWrC5pTfkgvC8zu7u4+ePCgN7s7YfBWKJdFiteybTnAEU3Y2NDefDP9yivDb76ZNoz6Lzj0E/jYx3KpVBs2IT7VEeuCMotmTH0EqXuiOvTvRDlbV4oxxmzbPjw8LBQKfoxDaJ1tImed46HxDpcn27XgcAmz/RwOL1jh0CRJMgyjVCrl8/kArxpQirwzQN30yQB4ZZRKpUql0sTmCiIGpn01TQM3j0YOEqeTJulR++iAUReRSwbv0qn8f8EnG6c4Wprkec0Kt3FvDqct2iowSxL2IT2b3I/FYrZtr6yswOsGXvTNp2AcxwEnJ/QtA2sBXTuiGxwcyD/5CfgJZHZ26iuGRMJ++un8888ffuxjudnZ0+gnQPgEPOpAg0JeJF5XWZaVzWYPDw/9q0nsv+HnKFvDajC8lqGP561T4OMINevbipGCM8Breig61eQnjuNAJFCxWGySwUYQhHQ6PTo6mkqlOonXORnAsKTamM530XkkieQBq8HxbuWNfo5uOZVKpVwut/TMFkURHj2g3bJKfSGZTPpfmSRs/4GBFMS3QtwApv0DtdrvBhInH8MQr1xpw0/gqafyzSu7EkRzcGobZz/70hlBRD+mcEokEuAFAcatcrkMf/3UpQMgNxZsDdNC+fQTLZVKuVwun88XCoUmxl1ZltPp9PT0NHgbnx6wr3QBBshQsiiIXEl2nJT3/3PwqAHVCBZxnualreti23apBsTtNV9fkqR4PJ6oAQ48JxiSsA/ppSOBYRhbW1swKxS1+QsiOqCPGu8pEe4NA34Cb72Vee21TKlUf+iPfgLPPptLp0+1mYcYFHhjbaPIJKx0xWrVrcBqAAv+hYsoiqBXwM2giUtAXUArw1xw850KgpBIJDKZDO9NkUqlIDFZLpcb9Op0Tr0S0LxPaue7QP9RvPSMqwzcbvQeOITEYjG47nj1RVEcHR3N5/MBUmWBi7ZhGJBpq6UuF9qplzYQtOVIQOFcfaBYLOZyuX634uQAVhz+fcRP9wzuCAEjl8Pd7OGh/OMfp996K/P//l9me7uhn8DjjxeefTb//POHS0stxv0+cfXrrstEECGCqdrrRtOjARjNeIFd54eGhoaHh9v9FfgkwIywnwc8Foul0+l4PD7QUf8uhep4KqOGMj7nRaor1xvsFOY2K5VKsH2BZEwkEqlUKhQ/Y2gSOLP6LLqGXi7NvahPAyRh+0C3/W67FBwTWZxaUR/XJwRiWcLNm/FXXhl+5ZWhGzcSdfvrbvsJeC9Ky8tEGvek0rMriyVPO9wOuAc4jsPb1cbGxlKplP+WtMyV60KW5VQqlUwmo5yYEwErJohUlKouzRrKjgRBwJzE+JdXq+D5ClK1XC5DqzrfaTweTyaTnQ8kILgFNaufemm8f/Yp16wuBuDBOHn4z8DSiOYilXp9AkA/gddfzxSL9f0EZmf1j30s/8wzuWeeyWUy0fITONl3MjzFYi3BuyvVK66DpqmT5HTEHyAEVvs8NFmWk8mkWCuRxRv2ulEkU5ZlyAimqure3h56IkqSND4+3rL2KRjY0ODq8xhBLaXT6UjVVuXNpbwBFc9/iDcn5vaqG/yEtk8M3gIrJniDtDtckWW5iTc2OG+AU2knwhHtrIBPzQpxkI1yehCMJGxfUBSlw2pyJ6YnI9oCzA+YwdE5XloTyGbFt99Ov/FG+o03GuYTSCatj340/+yzuY99LLew0GlhQ4LHm+OdV6XeuYI+RpHzohmb5F9mSZLUVhR83YE3vwVU8022Wa1Wj46OJEkCVeFNDGRZFrqWNp+TbWQJxpnieDyuKArsdHt7G02niqJMTk425ARX5wAAIABJREFUsoxi7tvmsrXu3hVFSaVSYc1Q+8dlOvWaUUMcG6BfB1pPcRmNqXUVG0hVsKpC8Fa7yXEhCxAklhJFEdwJdF33XghIZtyJctV1PZ/PF4tF0KwtTyCkQkNTK2lWn5CE7QOJRMJ/RUGiS/CJviHvo23bwvGiiPyavKUHff+7mn0Wc/hBKsq6fvpHR86tW+zqVeHGDenGDXllRVtfry9bRZFdulR+7rnyf//v5i/9ElMUx7ZlxkbhW1cmXZiMw68YpyrQ7sWOp+BF9XPKPTp6me0OI/pdNy3eurz5Fm9dvqks6DWCyVDGGDjkgZGp5U9gAexersaw43eOUMvGX9c2ZllWPp+vWwRBkqRkMgl5eSADEUhJr+nL9V+IykokErFYjJfFuq7v7Oxg22Kx2MTEhFdigh4Cg2sjCY7pF1w3iSAIyWQylUp1KecRBip5fU+7qlBBjLrMqGKrurJwa0GKHoyxC6xWsVQENMaq1ePoknK1LAvSrrUMrcO3Oty6lL43GCRh+8Dg5sni8+AItWrXPPyasMC/CODnvMkQ4XtZ13+7JBN5+cUYcyUrcc3q9kCUgIUV3PMb1UqpVNj77ztXrwrXrkk3bii3bqlbWy3iT2dmjOefL3/iE+YnPuGMjcG1qONRYB/H4tJtehd6I9GwI2THE327uhZ+DppvmOvzdtepuxw6KEDxgeJVaaMPcebdqkdYMTF1p3EzmUyxWNzZ2UGVBhpR07Tx8XHHcSALVfNnFl+A0IsLggAWU34dl30Xboa6b4NqtYolamHUp9UQ6xUGgwbjdjAJUd3UV6VSKZvN4vlMpVKjo6O4mmVZuq7DITd6q6PjJgSNuS6NqqrpdDqRSHSiYCCAvVAowDS614waeMteeK9TPrTfFTjlwuHKTMB5wFe9U8sGwN/Sbd3AUq2qGeYEqPuWKBaLUB6irnKFDGjJZDKYcoU7v1AoNLG7S5KEA60BLYUVQUjCEg9xvYlgFFv3ddBL0LbRpF9E9dzWtGZzOjFQ+aSlZjVN5949dvWqcO2acPOm8t576p07mm23vhaxmP3kk+Vf/MXKJz5hPfFEFdVnPu+uVMT3JV070A8QjseGS8erXEpciUtFUUZHRxljpmkeHR31oG1+8CNzXfZsl7FN5ALkvS4H/K94VQq9PtYWCkWUeKO2Xaayur+KxWLJZFJRlEKhkMvlULeBLlQUJZPJjI2NgbCDOd8mbcCE85qmpVIpSZIgwMVrweLFayMHAFaL9IdaAEKtpAIAE7Vg5gQ5a5pm8yREh4eH/L0HyQdArMABNrG0we7giLy5PEVRTCQS6XS6kxRIhmGUy+Xd3d3OgysQiasCJXH59vkpfhz8828PmCvnP+nG60WqlR9Dwdr8BEI4F3QfdZVr58lTdV0vFAqlUsn7VEJr0T1AimQprEGHAn4f0su8sPfu3etLrwyvISwBwtcCidTT5TgOGEtKpVKj0F0cN0uSBNUX63aWIBNh4pIf6/fMlOgf22abm9rKSnx1NX77dnxlJXb3bsw0WwtWUXTm5owLF/Tz5/VHHqmcO1dcWChLUi/q6wqedEWoSuvif8uSJI2MjLCISdgQcWol9/Cvy5La+S5ELmTbK1KDjUvT6bQkSYeHh6xmeTo6OnIpOTDWgkMnyCzQfC03Dk6oyWQykUiglg2c/MiFKIooJvzUGshms5g6RhAEEK/N3VvBzAYvJVA23hE1iPVOrH3wYmw5PPDCT2W4FrAxduMKvbw2DdDydoH7lpeqfCBXc0C5FovFuncdKlf/JSe8WJYFtn/vVRBFMZVKzc7O2rbdYdDL6YQKzAahlxJ2fX394OCgS9sHIxY8/OAZJtWiOKPjIW4fD0KCBcgzApNidX8l1CK44b99jIMJhVxOWl2NX7uWWFuLr6zEbt1KlEq+XtDj4+bSUnlpqQJ/L14sxeOhdSpoIORtoo0kaffuqMGVsLz9yeE8UHn/6XYzqDeiiRk13MkTy7JAZIPusW2b99osl8u5XM5laxRFMZ1OZzIZeGBt2wbhVS6XWx47aNlUKpVIJARBAEdbCNJqqZ9Ezlup+fZ5B0TheExbsVhEaSLUi0LjNwXB4/CyBX1ZV9aAbIL4MNcWvFfKpdVgtNCkSBg6nOAYEjeCRmuvcbQ3YtTbVNc7xPVWAdna1ogX6IFytW0bHQa8xxWLxeCmFTsobUCQhA1CLyXs7u7ugwcPOtwOaguciQbZGkoj/WDbNvjas+MR8bw8ZbVs0i561shOQO9Dn/4JcEXQWgCGbTz8gwN244Z8+7Z665a6uhq7dSu+v+/rYmUy1uJieXm5An8feaQ0MhKOLzU/o432GDTVuMRrKHv0T0QkrONxy/aKANeEaYi3N1ygujZUyUdYTADQW9FVXL7uJCmWUYXXjq7ruVzONaktCEIqlcpkMvhqgjkWkLN+Hiuslgk3IUaRtyxcxD+DfdFqPQD9cNB62uMG8EpU4MqeoYb2qtXQb9rmylVq6uvsH9hFqVTynmQYbkGuN/iEJGwnUHWuqNPug4Q9GVaQ60tyY3B4wgm+UApSRwcIKxFqgdIoPZt0fjg1ibUl8aIcHTnXr/tKFOAilbIWFvTlZR006+XLxbGxbhWNdNqpAN7IEFuX6Nj7XeCsqNdXz/vfHmgCr0h1ZWvv3q7RsIqCtW68UZOfQ2Q3Y0xRFPDqGR8fr1aruVwOM644jpPP5wuFQiKRGBoaghcXhlgZhgFatolTKZge9/f3IV0ARO5DQQGIWAcDrVcr8FZGsebiEla4W0Ro6xFuSSOzaF3XILT19oveKFfTNCHDgNeyLkkS3I1eyzrRM0jC9oGWmVOUGsGKbocFalb/he86R+TiBqAT6tJ+0XIAesVPeXGpluUKE13B57ruXL/uXL8uXLsm3rwp37ql3rkT82P3URRnYUE/f15fXtYffbS8uFiamir5udQ4pBFFEXzFcPK0iY2wk867rWlHPkir0YJYM/QGvrf5sBJ04GskTNGeGmxfAXAFb0lc/kvemNrtZvCGVV6wBjBMQogSOPzwn0ON1nw+LwgCmGYnJycrlUqhULBrCddAB8Tj8Uwmgxn74VEaHh6GMCyQs42OgteyqVQKXE75hAOVSiWfz9f1VeXvXpj6B/lltSqIwKeGgBsVj6jR7YT3c3+Fsn89ip/0sbX+6Y1yhdxYkHvL9RWMwVKpVIe7IEKBJGwf4GsSohbB9HV9rCXotF/4DsSTeDzZFj9hBDoYbDyNNgJpHcFRzLZtsO6EFcbRiJZdOHR1GFKK3V7gRAGy7ExPm8vL+mOPVcDIOj9fEMXWxyhwuQtc6rldvDrPmzmLJ/Be/BuH4IZxeS9IkmQYhliLB+JD8TqX48FoJAK8/+3SLH9LbK5YEQrWYLZkTE7E5yoSBAHCufb29jDngHU80Sx4rDLGJEkCqco7sMJPNE3LZDKJRAJ/KEkS2FZbuhmglhWPuzaicdeyrFwul8vlGh2a4zgtZ5Ag6Ap9JBBI4FUsFr1tQ+fdJsMSr58JhGc1d3JVVTUej0N527rfwlAWEnvhfdj8AAcOsPp3W7nC3VUsFut6bMNd0WEGNCJcyBf2Ib30hVVVNZvN4uumN/ttBKQ2hNTffgrfYRERoO77AlPbNAm/gITkUF8HwzVgKtNny5uHWQRArDkWu45uY8O5epVduyb+7GfKrVvKyoqm637jrh57rHL+vL60VFlerpw9W1AUX6pO8lHUoDe41K1Vqy1p9y8zV1i4pCdaiPGvS1VHx+KChlVwBujEsCoej/uWakmLGq3PZyQAYIwBOqzJXphn0CjLMiQuqHtiQWi2dDNgDcJ0TNM8PDx0OeaKotjyFEkNKseWSqVCoeA9RjFQeixU6nWTMTU6qLqA1GaM5XI5P1NJg0UPIrQA8GnJ5/PeywE1jVOplH/rkki+sB1A4VxB6LGEZYwdHh72pcYBOpCBZm1pKkM51SjfPgDWVlCuTVIKYCWSarUKDrU+70Cc9O/8jhVqmbagzwZRPjY2Bjm89ved999nP/2peOOGdOuWev16rFz2K1jBJQA06yOPFFTVl7swSGf0ch7c6oIoZF0a1yt2Q9e7TSZJMSiN/3ZQznAPDKttbcQrYRGnlguv+RvA1XJZltPpdDqdbtKS5tk9EVEUoS4Xemrpun5wcMDLCJjzgRLfpmkqigJnFRszOTnJuzaCK2RdZQNVCdpKj4VTTI3kvizLkGC/kbMZzpzgXzT6QmZW/t7GBf5D0ZOEoe63/Gq9f1hg9FIsFuvayyVJAq/ozouZWY2LaYmiiA4D7W6WJGwnkIQNwgmWsLxm5cvSNMKnZgX8lB4Anz/wUvB/v4mi2KFgFbk8uNh/w7KuOzs7bHOT7ewI29vC9ra4s6Ncuybevq3l877cE8fGqufPVy5cMM6f15eXy4uLJU3z9bYSucg8UM99t8T3heYuDaxmMxNFEXI5NZq4j8JURuf00bDaFk0kLI9VK1vlM+0AOBJgBq5G2LYNb5tGxkvApWWLxaLrZSuK4tDQkKqqu7u7uJ1YLDY+Pg6KELRmoVDwShD0efB/SpubEhlj4CoApkT+ccC/uNB3/1pY4HUt/6FYKzFTVwr7Uc8gXusOgVrqe/84joPX13tKYS+Q0C3Y9knCdgJJ2CCcJAlr1yqDB7CzQnbD5uuDwRXMCU0OwWtx6RJ8n40i9fBQ3t5m29vCgwfC7q6wtSXu7Uk7O9LurrS3Jx8ettejp9PW+fOVRx4xLlzQl5f1paViKuXLVVc4XoKrv77OA0REkmp1g6gZVtvCp4Tl8eNpgCSTyeHh4ZbPCM751A0VR8CQBrP84CDbSPhi5VjDMPL5fLFYdF0OoZb1Mx6P+zzD8JJs1EKMGWBtxkqeNkJUrowxqMRbKpW83aKiKIlEoq3BSSNIwnYCJdU6ddi2DRUBMAyr+fr8zLU3ZKER4OoOs2B+Xrih61ehloFI0zTHUQ8PpZ0daWdHPjwUHjwQtrel7W1xZ0c+OhIfPFB9lgmoCyYKOH/eeOyxyuJiaXKyyJgrDqN+C8HoxcfnDcqcNRE6fGrVDlMB8DoVfWC60ebQQWdu8DSAGZtG7yiY1VUUZWhoKJlMNtomuCRpmjY8PAw2Tgged71zbNuGDYKWnZqagopKrtVGRkaSySR85bX/NXGF5A2l+BfyM7S0mLbM2dcEPr8HmB5YzZEAN4h75/fCz2vV/TA6yLIMfq6hKNdqtVosFhsV0wLlGsqOiB5DEnYg6USzthsehHOCzSfvwsW22cGBcnioZrPa0ZGWzSrZrJzNStvb0v6+vLMjF4sh9N+CwEZHq6Oj1cnJ6sSEvbioLy6Wl5fLU1MlxnwdKagKkKqw0HmriIGjrhuAfz9vnt4bVnuGwGWEbe5pYJpmNpvd29uDMP/mw2z0poVt1g0n57WspmmCIIBJWBCETCaj6/rh4aH3YkGmFFmWLcsCd1jX5H445+U4IlcG1vUX4w55d4tww7nwoLwLLimMC7wm5j+HBby4/Jren+C3oihCAuBQBGUT52Mwq4NP7cl4vk4nJGEHA4jP5dNdNV8fk60E0KyAaZo44dKNMbqui7mclM0qu7tKNqtksyr8N5tVd3fl7W21Wg3htaKqdiZjTU5WJyaqU1PW1JQ9POzMzDjT087MjDM7a5lmqXndcx6RS1lwmt1YTzPwJLrMqwGeEa9VdYAMq50DETmQVwvDQF2zrpBwCj7E6glNYs/5bUJWWu98EXjTspoh07btJm4qmCAsFHgB6qqEx/8Na3eBG+laGFB0XYf0Z94HU1GUZDKZTqcH/RgJRhI2skBPaXD4T3cFPpftjiz5lALBDEgucjkpm1VBpLrU6u6u4jNqqiWZjDU+bk5NWZOT1tCQPTVlgTydnnZGR4W5OfdJwHI+lUpld7eZHQWGAbxXwOlRGATzOK0i7W4HdSovWMnwg8AYe2hoCDwNcrmcVzi6qifEYjEwkTbaJqzAGvs+Ov6qRgcDXhfwHu5eNWDCS/NiWuAwQHNlJwmSsFGhE82K7lBtgd4IgQvGbm6qm5va7q5ycKDs7ip7e/LenpLNKgcHyv5+WBHQ1sREdXS0Oj1tjY1ZU1P21JQzNcVmZpzJSTY11ahfEBj74Auo1wBOeI36LSxkgIKV4q5OD3VDrAKoVdSpMOABBUPaxSe8p4E3jQDgqp4AxcCgUlfdbaqqOjo6Ojo6Cs4AzcO/vO1x2UfRXaTuyjAx3aQxRJdokkGCimmdbKiT7ieQkSqYZg2QPRSza5k1Wv6Ez8ZqWcLdu7HV1djqavzatcT77yc716mK4gwNVTMZC8yorrn+M2eEoaFGx9ji2P1kqWS1CgvJZHJmZqZQKATQ8cRg4VKrGHzT1ka6mriKYIxBVixd14+OjhqlMoCKTVC/AEulxGKxuhPEkiQNDw8PDw87jpPP5yGyBy9c3Sl+ePVhGq+6yhWL3DbaL9E94OqAx4i39/RTL40YdOid2weOjo4ePHhQ103HBRgFUba2pVnRaQ+jvnz202CPlCTp8NC6dk29eTNx40b85s3EykrcMNoexdbipayJCWt83JqeticmnJkZZ2qKTU+zsbEmCrXtfcEhg1NdE/dWNN5gmMipckM8PcCYrcNMq161Si4lPUPTtMnJyUaJrnig9GuhUIDXF1RkrWt4gxCuTCbTZL+2bYNLVaMYVlDModSFIgIQbjEtYnCha9wHbNsuFAp1v2o3RStPu64ILmRZzuVS165pP/+5fO2aduNGYn1da7mBWMweHzfHxsyxserkZHV83J6ZcaanhZkZYWaGTU4yVa37fg/zpY+JJ5vIVohEBuVKvlAnjLASAmC4Hu+3Sqa1vqOq6tjY2NDQUC6Xy+fzrm9d+afBpx8mXvx4GvDAtFipVGr0JoHUoaCPOzsmIghgd8/n897pMrFWbBYcUYhTAknYPgAxs0BbpbBctJtay0s2q966lbl2LfH++7H3349ls0rLn4yPm0tL5aWlyuXLpcuXS5cvs0QiBo1njDHWo/4eq4Lput7EvRViPmKx2ABVbfXma+Tz0fBJarzr8zaJgasq6Qeo8YYiNViIFV9hmEKsBgVZlkdHR4eGhvL5PG9+gwcBAlhdLkO8p0GTnAYwBm5UFAoCyEAbkWGvL0BK8kKhUHdooWlaKpWi3FinE3og+4CmabOzs47jQLCq/x/ypWIDhJtUq8K9e7Fr1xLXriWuX0/euBEvl1soTlF0ZmYMEKyXLhUfe6w0NmZKkgT+o7HYRC/fGlheslKpNDr2ltOIjQCfSNgsnxMRRSR8wstKfjXYkTfNIWuaBJHVy78YNTqpKhmgYjvWjy2VSlAHMpfLoVptN4ocq6PxmpVCrAYXcGnNZDLFYvHo6AjvBxjAg83Vsixv9QRvTgNFUcDm2ig8Kx6Pg3IlS3y/AB+Suu4cYBGHcnF9aRsRBUjC9oeZmZmWBWbRMQD9Wf3039A3g0LK56WVlTho1rW1+O3bcdNs0XNDYapLl4pgZL14sRSPP3x3qKqaSPQ6nV5bUVktgypgxhnFEE49dyn37cmgX9p6Y2OjrfXRaRUr+pKL80lFFMV0Op1KpQqFQi6Xwxcp5JFVFCWTyWiahlkC+XuYz2ngBcKzyMm1v1AxLcInJGEjBDgG8P6sLXUVGJkkSQJBtrurgIUV8gasrcVaCrN02lpaKte8AkrnzlVE8dhvVFVNp9O9nKYJHJXFbwGEKWaeh/+eAKnqtYnyxlFUbANaVdInvNMqalYylZ02BEEAIVssFvP5PA5xTdPc29uTJCmTyYyNjYGDAczeNFKu4ZYz7RnwooN4/GC+ZFED8vg2yo2VTCbj8TgNLQiEJGw/CeDMiqViRVE0Tef6dee991QQrO+9lzw8bH1Bx8dNUKuXLhWXlytzc+6XBdB7ByN0b61UKo0sf+jeClFZWJS8XC7zttWwDId1ZaJ3lpyfBMdP+NWwdqJ3a97p9Ub7CuWIvDT3auiwqqRrU66fuNwtvB8yxrDaKoVYEXURBCGVSqVSqXK5fHR0hOrHsqyDg4OjoyMoPzs0NITVE+AlY5omvEkSiYSitA4D6Bnw0MF4Gxegqi3OI0GF28EdhfqHimkRTSAJ2wdyudz29naxWPTjGABp0kG2lkrye+8JV6+yGzfkq1fj164lDKPFUy3LzpkzDx0DlpcrFy+WhoaaeS9omgYZGXvzvgDZCn4CTaKyICEuuDBiJXR4pwfYKUbzgDYC196RkZFSqQSjiFP1rqyrmPuOJEkjIyNgZGpSApQgEMg84EolCyVkc7kcCFlZlrF6Qi+xa/B6tBE9bls0gdxYyWQyUqMLImqQhO0DlmXlcrm6X0E9GEwHu7enXb0qXLsmXrkivf9+7M6dWMv3WzJpXbigX75cWlwsLS6WH320pKqt34kw0k2lUj3wHfQTlcUYw5gb9K9od0d4MlGqNkpBDxK5UqlER8MRjDNRE4RPIJWsaZpHR0cQEcgYcxwHEnIlEomhoaFQVBEo0UZ6FL/qaiXbk4coiugw0O+2EAMASdg+wCfV4mtuiaKytaVeuyb+9Kfiz36m/Pzn8b09X44Bjz1WuXixurRUuXixsLCQZ8zv7BIEdfYgC7TPqCwe/+99KKWDVlWM46FQHoI4nSiKMj4+Xq1Wc7lcoVBAIVssFovFYjweHxoaquv22mgSH+AVag+OArNz8AXDcAEKiaGpMpfL+Xy1EsSJgSRsH9A0bXp62nEc25ZXVsSf/lR89135vffUa9dilUoLK6AkOWfP6ufP6xcuVJ96ynnySSOdLsMMuH+/KJhNSyaTXY1dAGsrtC2UdyuGnPP2VPKMJAiiLpBKdnh4GIQs6k5IUwC+SS6LabebBC7vWMbWpUddUtXPBiE7WLebTRDRhCRsH/jf/7v0t387/POfy3fvqrbdYqo0kbDPny9dvFh+9FHjiSfsp55SNe2DiATLsg8P/e4X8sWEno4Eis6DlQLyf8F/AzuqolWVt6dC6vIQm00QxGlAFMXh4WGsicBn4Apl+y7LaBOFGtmKIQQxoJCE7QMbG/b/+l+pRt9mMtbi4gdZrh59VEgm47FYzDCscrl8cLDX7hwWVt4LJdMhn0UBKiwEM11gOjDUqfi3wxYSBEG4EAQhk8mk0+lisQjFMlqu33ISH0bXpEoJol+QXOgDTz99zEeTz3L16KOl8XETE/ULQlrX9Xw+v7e31+5eIP9UIpHoMDEWGFZRtrZbEoxxicDQDYCyeBIE0XswA1epVILwTZfRFOl3SwmCaA1J2D4wMpL9H/8jdv58+eLF8vnzpUTi4YQ7VEZVlAzkjdrd3Q2wcVSuiUQiwIvYVRJM1/UA/gCCIKiqGovFehAoRhAE0S7whux3KwiC6AiSF31gfHzkf/7PG7AsCIKqapqmiaIIhUkC5wUMltLVtm0wskJthcCOAaIoYolXkq0EQRAEQXQVkhp9IJlMwqw6xMPqut4oTawf2k2MZVkWugT4LAkmCEJdXSsIApS3icfjFBVLEARBEETPIAnbBw4ODiRJKpVKnWxEkiQoANtcOwZzDAAXMYwbc+lXiA8Dgys5jREEQRAE0XtIwvYBx3Gw/mG7tEzpymcMgIWWjgGYHACyeZumWVfmgrk3Ho93NZssQRAEQRBES0jC9oFMJoPLjeboXUBKV1CQrq/AMQA9Wf04BkCKAIAxZhhGpVKp+0MIDgNXAfJwJQiCIAgiIpAo6QPgSADT9M31qyAIUIwAU7qiYwD6BvhJEytJkqqq4ICrqqooilCfplgs1m0AuQoQBEEQBBFlSML2h5a6E2yuyWQSNGuhUMBqAi03Do4BmqaBYIV0B47jGIZRLpebpPUmVwGCIAiCIAYCkrARAgP8ZVk2DKNUKh0dHfkpJYC1A1RVhQWsZWBZFlSjLZVKdT1cyVWAIAiCIIiBgyRLJICyVY7j6LpeqVRaro+OAegb4FqhWq2Cq0ClUmnuKhCPx6lAIkEQBEEQgwVJ2D6QTCZhAd1bq9Vqc2urytGoOiu6CpRKJXIVIAiCIAjiBEMStg+gnbVRLJfLMaC53IRqtH5cBRKJhCRJnbefIAiCIAiiv5CE7QPexFgtHQO8tHQVkGUZnVzJVYAgCIIgiJMESdg+ALUJJEkCtdrIMcCLH1cBVVXB4OpHBxMEQRAEQQwiJGH7gCAIly5dOjw89JNtgDFm27afrALg5EquAgRBEARBnHhIwkYXMLhCjoK6rgJNSnYRBEEQBEGcYEjCRgvHccDgWi6XG9loyVWAIAiCIIhTDknYSGDbdqlUgtgschUgCIIgCIJoDknYfgKuAuAtUHcFyCqQSCRisRhlFSAIgiAIggCiK2Edx3n55Zf//d///e7du7Ztnzlz5tOf/vTzzz/vUnK5XO773//+m2++ub+/n06nn3jiic997nPz8/P9arYfCoXC/v7+/v6+ZVnebwVBUFUVDK6KovS+eQRBEARBEBEnohLWtu2vf/3rr7zyCmMMck5dv379+vXr77333p/+6Z/iatls9ktf+lI2m2WMxePxg4ODl19++bXXXvvKV75y+fLlvrW+FYVCYXd31/UhuQoQBEEQBEH4JKIS9gc/+MErr7ySSCS++MUvPvHEE4qivP7669/4xjf+7d/+7amnnvqFX/gFWO1b3/pWNpudm5t74YUXzp49u7u7+81vfvOdd975+te//u1vf9tnstXeMzQ0tLGxAcvkKkAQBEEQBNEuURR5hULhBz/4AWPsr/7qrz760Y+qqioIwsc//vHPfe5zjLH/+I//gNX29vbefvttSZK+/OUvnzt3ThCEycnJF154YWJiYmdn59133+3nMTQlHo+Pjo6OjY3Nzc3Nzc2NjY1RAS2CIAiCIAj/RNEK++abb1YqlYsXL166dIn//FOf+tT58+fRPfSll15yHOfxxx+fnp7GdeLx+HPPPffDH/7wpZdeevLJJ3va7nZYXFz0X9qAIAiCIAjg8QZYAAAgAElEQVSC4ImiFfb9999njH384x93fZ5KpZ566qkPfehD8N+VlRXG2NNPP+1aDT65detW1xtKEARBEARB9IMoWmH39/cZY5OTk3fv3v3Xf/3XlZUVURQXFxefe+65D3/4w7jawcEBY2xiYsL18/HxcfzWy9///d+vr6+7PlxeXv7N3/zNEA+hCRiqlUgk6qaAJXoPuE3H43FN0/rdFoIxxtCvRpKkVCrV38YQyP9v787Dm6r2/Y9/M7XpkNJCWyql0iLIVGSqeA9wRAVEoCgisyMOF5Xe44BYjsOjjx7FCRUEDgiCHFAr6GEURcugHEDmolIHrIiFIp3bdEjTJvn9sTW3v7b2tiRtsvD9+oMnXXsla212dvLJ3muvbTQadTodW8R/uE9Lms1mbnbjJ7SPL7PZzJxCLc0fI2xBQYGIHD9+/JVXXnFPO/XDDz9s27Zt+PDhKSkpWuDQQmr9D9OwsDAR0e7Lajab6yzdvXv30aNH6xQOHjx48uTJLbAqjeHjxt+wRfyQXq+vvxfDt9gifoiPL39jMpmIsC3NHyOsdhR2y5YtXbp0uf3227t06VJeXr5nz5533nknPT29c+fOycnJIlJaWioiwcHBdZ7uLikuLq49TBYAAAAXBn+MsNpB+Pbt2z///PPaz/2QkJAbb7zRZDK9+eaba9asGT16tF6vt1gsNpvNZrPVeXpFRYX2ICQkpP6Lz5gxo7i4uE5hZGSk1Wr1/po0JCgoyGg0ikhFRUWDtzZA69Pr9SEhIWwR/6FtERFxOBzuPRo+Zzab9Xo9W8R/uM9WV1ZWcn2wn9AG27BFzo/FYml6ZX+MsBEREaWlpSNHjqxzumrEiBHLli2rqKg4e/ZsbGxsREREXl5e/eiplZhMpgYHbCUlJTXYqHZ/hFbgHm1pt9t5f/sJ7UdFdXV1dXW1r/sCERGDwaBFWKfT+Ue3X0br06Y4ZIv4D/fZ6urqarvd7uvuQOT3iytqamrYU85DsyKsP85I0K5dOxFp3759nfLAwMDw8HD5PW5GRETI76MOatPGyLZr146ZVgEAAC5I/hhhO3ToICI5OTl1yquqqrQxALGxsSLSuXNnEcnIyKhTTbtaKyEhoRW6CgAAgNbnjxF2xIgRIvLZZ5/VGee6fft2l8sVERGhHaYdMWKETqfLyMgoKSlx13E4HPv27RORkSNHtm6vAQAA0Er8McImJCT06NEjNzf3mWeeOXPmjMvlqq6u/uyzz1auXCki06dP10YIREZGJiUl2e32uXPnlpeXi4jdbl+4cGF2dnZMTIw/35oLAAAAnvDHy7lEJCUlZc6cOd988819991nsVjcl4onJycPHTrUXe3ee+/NysrKzMy8+eab4+LicnJyqqurzWbzrFmzGAgLAABwofLTCBsXF7dw4cK1a9cePHiwsLAwKioqPj4+OTn5sssuq10tKipq/vz5aWlpBw4cOH36tMVi6du375QpU7TRtAAAALgg6Vwul6/74BdabVKtsLAw7TYqxcXFTKrlJ4xGY3h4eElJCZNq+QmDwaBNOVJdXV17sDt8y2KxGAyG+lNrw1dCQ0O12SdLS0uZVMtP6PX6tm3bWq1WJtU6D5GRkU2v7I9jYQEAAIBGEGEBAACgGCIsAAAAFEOEBQAAgGKIsAAAAFAMERYAAACKIcICAABAMURYAAAAKIYICwAAAMUQYQEAAKAYIiwAAAAUQ4QFAACAYoiwAAAAUAwRFgAAAIohwgIAAEAxRFgAAAAohggLAAAAxRBhAQAAoBgiLAAAABRDhAUAAIBiiLAAAABQDBEWAAAAiiHCAgAAQDFEWAAAACiGCAsAAADFEGEBAACgGCIsAAAAFEOEBQAAgGKIsAAAAFAMERYAAACKIcICAABAMURYAAAAKIYICwAAAMUQYQEAAKAYIiwAAAAUQ4QFAACAYoiwAAAAUAwRFgAAAIohwgIAAEAxRFgAAAAohggLAAAAxRBhAQAAoBgiLAAAABRDhAUAAIBiiLAAAABQDBEWAAAAiiHCAgAAQDFEWAAAACiGCAsAAADFEGEBAACgGCIsAAAAFEOEBQAAgGKIsAAAAFAMERYAAACKMfq6A/7CZDK1TkM6nU57YDQa3Y/hWwaDQUSMRnYHf6HX//brWqfTtdq+if+TXq9ni/gV955iMBjYLn5C2yhskVagc7lcvu4DAAAA0AwcdvpNcXFx6zQUEhKi/TIrKyurqalpnUbROIPBYLFY2CL+Q6/Xh4WFiUhNTU1ZWZmvu4PfBAcHGwwGq9Xq647gN8HBwQEBASJSXl5eXV3t6+5A5PePL7bI+QkPD296ZSLsb1otu7gPe9fU1BCY/IrD4WCL+AltaIeIuFwuNor/cLlcbBG/4nQ6tQd8fPkPbSCB0+lki7Q0LucCAACAYoiwAAAAUAwRFgAAAIohwgIAAEAx3rycKz8/f8eOHYcPHz537lxNTU3btm379es3bNiwiy++2IutAAAA4E/OOxH27NmzqampaWlp9aeQ0Ov148aNe+211wiyAAAA8AovDCQ4cuRIYmLi6tWr3fk1MDDQfcsQp9P573//+7LLLjt06JDnbQEAAACeRtji4uLRo0cXFhaKyLhx49LT00+fPl1RUVFZWfndd98tW7YsISFBREpKSpKTk1vt9gEAAAC4gHkaYefPn3/u3Dmj0Zienr5+/fphw4bFxsbq9fqAgIBu3brdfffd33///eTJk0Xk3Llz8+fP90afAQAA8KfmaYRdv369iLz00kvDhg1rsILJZFqxYsWll14qIhs2bPCwOQAAAMDTCJuVlSUiEydObKROcHBwcnKyuzIAAADgCU8jrMvlCg0NjY2Nbbxaz549pdbdnAEAAIDz5mmE7dKlS1lZ2c8//9x4tczMTBHRLu0CAAAAPOFphJ02bZqIvPnmm43UKSkp0YbMjh8/3sPmAAAAAE8jbEpKSmJi4gsvvPD666/X1NTUr1BYWDhlypSTJ0/GxcXNmjXLw+YAAAAAT+/OFRwcvHXr1vHjxz/00ENvvPHGjBkzevTo0alTJ7vdfvLkyYMHDy5ZssRqtYaGhr755puFhYXaDLK1xcfHe9gHAAAA/Kl4GmEjIyNFRLsv108//ZSamtpgtbKyslGjRjW4yOVyedgHAAAA/Kl4GmELCgq80g8AAACgiTyNsKtXr/ZKPwAAAIAm8jTC3nLLLV7pBwAAANBEXri1QdMrV1VVedgcAAAA4GmEHTdu3Llz55pSc//+/f379/ewOQAAAMDTCLtp06bExMQPP/ywkTqVlZWzZ88eNGiQdo8uAAAAwBOeRliz2Zyfnz9hwoRbbrmlqKiofoXdu3f36dPnlVdecTqdFovFw+YAAAAATyPsV199deWVV4rIO++8k5iYuG3bNveisrKyBx54YOjQoSdOnBCRsWPHchQWAAAAnvM0wnbt2nXnzp2LFy8ODQ3Nycm57rrr7r333rKysu3bt/fu3XvBggUulys6Ovr999/fuHFjx44dvdJpAAAA/Jl5GmFFRK/X33fffcePH9fuv7V06dLOnTsPHz78559/FpHp06d/++23kyZN0ul0nrcFAAAAeCHCai6++OKPPvpo5syZIpKXlyciOp1u/fr1K1asaNu2rbdaAQAAALwWYUtLS1NSUhYtWuQucblc//M//7N161ZvNQEAAACItyLsxx9/nJiYuHjxYhHp2bPn/v37ly1bFhoaevr06TFjxtx6660FBQVeaQgAAADwNMIWFBTcdttto0ePzs7O1uv1qamphw8fHjhw4N133/3VV18NHTpURNasWdOjR4+1a9c261ZeAAAAQIM8jbA9e/ZcvXq1iPTo0WPfvn0vvPCC2WzWFiUkJOzYseO1114zm815eXmTJ08eP368p/0FAADAn56nETY3N1ev1z/66KNHjhwZOHBg3VfX6x988MGjR49qizZs2OBhcwAAAICnEbZ79+579+598cUX3QdfG6yzZ8+ef/zjHyaTycPmAAAAAKOHzz969Ggj4fV/mzEaH3/88TFjxnjYHAAAAOBphK2TX/Py8jIzM0tLS8vKyqZOnSoiLpfLfVODvn37etgcAAAA4J1JtZxO58qVK3v16hUdHX3VVVddf/3106ZN0xYNGTJk7ty5VqvVKw0BAAAAXoiwFRUVw4YNu/POOzMzM+svPXXq1GOPPXbNNdfk5+d73hYAAADgaYR1uVxTp07dtWuXiLRv3z41NXXVqlW1K1x11VUicujQoRtuuIF5YQEAAOA5TyPszp07N23aJCKjRo3KzMx84YUXJk2aVLvCmjVrli9fLiJ79+795JNPPGwOAAAA8DTCLlq0SEQ6dOiwZs2atm3bNljnrrvuGjlypIhoWRYAAADwhKcR9uuvvxaRadOm/VF+1YwdO1ZEvv/+ew+bAwAAADyNsL/88ouI9O7du/Fq0dHRIvLTTz952BwAAADgaYQNDQ0VkdOnTzdeLTs7W0SCgoI8bA4AAADwNML26tVLRLZu3ep0Ohuptnv3bhHp2rWrh80BAAAAnkbYCRMmiMiePXtee+21P6qzY8eODRs2iAg3mAUAAIDnPI2w99xzzyWXXCIijzzyyOTJkw8fPlxTU+NeWlBQ8PLLL48ePVpE2rRpM3PmTA+bAwAAAIwePt9sNm/evHno0KF5eXlr165du3ZtcHCwtiguLs49RtZgMLz77ruNz1oAAAAANIUXbjDbo0ePjIyMcePGaX9WVFRoD9z5tUuXLrt27dKOxQIAAAAe8vQorKZDhw7r168/ceLEpk2b9u/f/+uvv1ZUVISHh3fv3v3aa68dM2aMwWDwSkMAAACAdyKspmvXrrNmzfLiCwIAAAD1eWEgAQAAANCavHkUVkTy8vIyMzNLS0vLysqmTp0qIi6XS6fTebcVAAAA/Jl55yis0+lcuXJlr169oqOjr7rqquuvv37atGnaoiFDhsydO9dqtXqlIQAAAMALEbaiomLYsGF33nlnZmZm/aWnTp167LHHrrnmmvz8fM/bAgAAADyNsC6Xa+rUqbt27RKR9u3bp6amrlq1qnaFq666SkQOHTp0ww03uFyu82ultLT09ttvnzRpUoOLli1bdvfdd48fP/72229/9dVX3ZN5AQAA4ILkaYTduXPnpk2bRGTUqFGZmZkvvPBCnaC5Zs2a5cuXi8jevXs/+eST82jC5XItWLCgqKio/qL8/PwHH3xw8+bNubm5JpOpqKho165dDz744LfffnteawMAAAAFeBphFy1aJCIdOnRYs2bNH91866677ho5cqSIaFm2ubZu3XrgwIEGFy1ZsiQ/Pz82NnbBggVpaWnLly/v37+/3W6fN2+e0+k8j7YAAADg/zyNsF9//bWITJs2rfGbx44dO1ZEvv/+++a+/qlTp1asWOG+aW1tBQUFBw8eNBgMTz31VHx8vE6ni46OTk1NjYqKys3NPXbsWHPbAgAAgBI8jbC//PKLiPTu3bvxatHR0SLy008/NevF7Xb7Sy+95HA4/vu//7v+0vT0dJfLlZiYGBMT4y4MCgoaPHiwtrRZbQEAAEAVnkbY0NBQEfk/r6DKzs4WkaCgoGa9+FtvvZWdnX3LLbdceuml9ZdmZWWJyIABA+qUayUnTpxoVlsAAABQhae3NujVq9cXX3yxdevWOXPm6PV/GIh3794tIl27dm36K+/bt+/jjz/u3bv3+PHjc3Jy6lfQLvCKioqqUx4ZGeleWt+hQ4eKi4vrP+WSSy5pet884f5fCggIMBgMrdMoGqdtFJPJ1Mh7GK3JvSH0en1gYKBvOwM3vV6v0+nYIv7D/SViMpm4i5Cf0DaE0ejlW0ehPk//iydMmPDFF1/s2bPntddemzVrVoN1duzYsWHDBhEZM2ZME182Pz//jTfesFgsDz300B+lCi2kaoeBawsLCxORqqoqm81mNpvrLF26dOnRo0frFA4ePHj+/PlN7Ju3NDjAFz7EFvFDBoPBYrH4uhf4/7BF/FBzT3KipbFFWoGnx5zuuece7fjlI488Mnny5MOHD9fU1LiXFhQUvPzyy6NHjxaRNm3azJw5symv6XQ6X3311bKyspSUFO2QaoNKS0ulodjhLql/tBUAAAAXAE+PwprN5s2bNw8dOjQvL2/t2rVr1651J8i4uDj3GFmDwfDuu+82PmuB27p167755pvrrrvuL3/5SyPVLBaLzWaz2Wx1yisqKrQHISEh9Z913XXXXXbZZXUKO3XqVFlZ2ZS+ec49fqCqqoqZv/yEdraaLeI/dDqddgrF6XRWVVX5ujv4TUBAgE6nY4v4D5PJpJ2wttvtDofD192ByO8fX2yR89Oso9deGKvRo0ePjIyMmTNnaqMF3AnSnV+7dOmycuXKIUOGNOXVTp48+d5773Xs2PGuu+5qvGZEREReXp7Vaq1TrpWYTKb6YwxE5Kabbmrw1Vrt/rcGg0GLsJWVlbWPWMOHjEZjYGCgzWarrq72dV8gImIwGLQI63A4ysvLfd0d/Eav1xsMBraI/wgNDdUirM1ms9vtvu4ORET0er3ZbK6qquLH3nlo7QgrIh06dFi/fv2JEyc2bdq0f//+X3/9taKiIjw8vHv37tdee+2YMWOaft1STk6O0+k8ffr0xIkT6yyy2WzXX3+9iNx2220TJkyIiIgQkcLCwjrVtDGy7dq1Y2w7AADABcmbV8x17dr1j67oajqTyRQeHl6n0OFwaMdWtUXa4ZnOnTvv378/IyMjOTm5dmXtaq2EhAQPewIAAAD/1LwIO3Xq1Ly8vIULF3bv3l0rGT58uIhs3rzZWxffDRw48F//+ledwtOnT99///1ms7n2ohEjRqSlpWVkZJSUlLRp00YrdDgc+/btExHtlrYAAAC48DRvRoL169dv37699n1it2/fvn37dp+MWY6MjExKSrLb7XPnztXGZtnt9oULF2ZnZ8fExPTr16/1uwQAAIBW0LyjsO3bt//ll18WL17cpUuX2tf7nzp1qsHL/+uLj49vVouNu/fee7OysjIzM2+++ea4uLicnJzq6mqz2Txr1iwGwgIAAFyomhdhR48evWTJkk8//TQxMbF2eZ0/G+FyuZrVYuOioqLmz5+flpZ24MCB06dPWyyWvn37TpkypUOHDl5sBQAAAH5F16xMWVBQcMMNN+zZs+e82/NuhPWiVptUKywsLCAgQESKi4uZVMtPGI3G8PDwkpISJtXyEwaDQZtypLq6uqSkxNfdwW8sFovBYOCuMf4jNDRUu765tLSUSbX8hF6vb9u2rdVqZVKt89DIDa3qa95R2Hbt2n3++edHjhz54YcftC/76dOni8g///nP+rdyBQAAAFpC847CNvB8nU5ErFZrg/cRUAhHYf/MOArrbzgK6584CutvOArrhzgK64kWPApb39y5c0VEy2QAAABAK/A0ws6ZM8cr/QAAAACaqHnzwgIAAAA+1+yjsDExMdqDgwcPxsXFpaSkNOvpCxcubG6LAAAAQG3NjrDnzp3THmh35Fq0aFGznk6EBQAAgIc8HQvbvn17r/QDAAAAaKJmR9iDBw9qDy666CIR+fXXX73cIwAAAKBRzY6wSUlJLdEPAAAAoImYkQAAAACKIcICAABAMc0bSPDEE0942N4//vEPD18BAAAAf3LNi7DPPfech+0RYQEAAOCh5kXYwMDAFuoHAAAA0ETNi7A2m62F+gEAAAA0EZdzAQAAQDFEWAAAACiGCAsAAADFEGEBAACgGCIsAAAAFEOEBQAAgGKIsAAAAFAMERYAAACKIcICAABAMURYAAAAKIYICwAAAMUQYQEAAKAYIiwAAAAUQ4QFAACAYoiwAAAAUAwRFgAAAIohwgIAAEAxRFgAAAAohggLAAAAxRBhAQAAoBgiLAAAABRDhAUAAIBiiLAAAABQDBEWAAAAiiHCAgAAQDFEWAAAACiGCAsAAADFEGEBAACgGCIsAAAAFEOEBQAAgGKIsAAAAFAMERYAAACKIcICAABAMURYAAAAKIYICwAAAMUQYQEAAKAYIiwAAAAUQ4QFAACAYoiwAAAAUIzO5XL5ug8AAABAMxh93QF/UV5e3joNmc1mg8EgIpWVlU6ns3UaReP0en1QUJDNZnM4HL7uC0R+3yIi4nA4bDabr7uD3wQGBur1+srKSl93BL8JDAw0Go0iwseX/9DpdMHBwVVVVTU1Nb7ui3pCQkKaXpkI+5tW+1A2mUxahOX97T+MRmNQUFBVVVV1dbWv+wIREYPBoEVYp9NJYPIfWlpii/gPg8GgbRS73W63233dHYiI6PX64OBgu91eVVXl676op1kRlrGwAAAAUAwRFgAAAIohwgIAAEAxRFgAAAAohggLAAAAxRBhAQAAoBgiLAAAABRDhAUAAIBiiLAAAABQDBEWAAAAiiHCAgAAQDFEWAAAACiGCAsAAADFEGEBAACgGCIsAAAAFEOEBQAAgGKIsAAAAFAMERYAAACKIcICAABAMURYAAAAKIYICwAAAMUQYQEAAKAYIiwAAAAUQ4QFAACAYoiwAAAAUAwRFgAAAIohwgIAAEAxRFgAAAAohggLAAAAxRBhAQAAoBgiLAAAABRDhAUAAIBiiLAAAABQDBEWAAAAiiHCAgAAQDFEWAAAACiGCAsAAADFEGEBAACgGCIsAAAAFEOEBQAAgGKIsAAAAFAMERYAAACKIcICAABAMURYAAAAKIYICwAAAMUQYQEAAKAYIiwAAAAUQ4QFAACAYoiwAAAAUAwRFgAAAIohwgIAAEAxRFgAAAAohggLAAAAxRBhAQAAoBgiLAAAABRj9HUH/lB+fv57772XlZWVk5NjsVg6deo0bNiwQYMG6XS62tVKS0vff//9/fv3FxYWWiyWPn36TJo0qWPHjr7qNgAAAFqan0bYw4cPv/jiizabTUTatGlTWFiYl5d36NChgQMH/v3vfzcYDFq1/Pz8Rx99ND8/X0SCgoKKiop27dq1d+/eZ599tkePHr5cAQAAALQYfxxIYLPZFi1aZLPZBg4cuGrVqtWrV69bt+6BBx4wm80HDhxYt26du+aSJUvy8/NjY2MXLFiQlpa2fPny/v372+32efPmOZ1OH64CAAAAWo4/RtidO3fm5+e3a9du9uzZERERImI0GocNGzZjxgwRWb9+vcvlEpGCgoKDBw8aDIannnoqPj5ep9NFR0enpqZGRUXl5uYeO3bMx6sBAACAluGPEfbUqVMiMnTo0MDAwNrlQ4YM0ev1lZWVOTk5IpKenu5yuRITE2NiYtx1goKCBg8erC1t3V4DAACglfhjhC0uLg4PD7/kkkvqlJtMJm0UbE1NjYhkZWWJyIABA+pU00pOnDjRGn0FAABAq/PHy7nmzJnTYPmRI0eqq6vNZvNFF10kIkVFRSISFRVVp1pkZKR7aX15eXl2u71Oodlsdl8i1tLcMyoYDAZtRAR8Tq/Xa/+22tsAjXNvCJ1Ox0bxHzqdji3iV9xfKHx8+Q9to7BFWoE/RtgGnTlz5o033hCR5OTkgIAA+T2khoaG1qkZFhYmIlVVVTabzWw211n62GOPHT16tE7h4MGD58+f30I9/yMWi6WVW0Tj2CJ+yGg0agPi4T/YIn6o/lchfCskJCQkJMTXvbjAKRBha2pqPv7449WrV9tstj59+kydOlUrLy0tFZHg4OA69d0lxcXFtYfJAgAA4MLg7xH2wIEDb7311tmzZ3U63dixY2+77TaTyaQtslgsNptNmzu2toqKCu1Bgz+AOnXqVP8pcXFx2vjaVmAwGLSzDA6Hg4EEfkI7N8oW8R/us9Uul8vhcPi6O/iNtlHYIv5Dr9dr46D4+PIrRqORLXJ+jMZm5FL/jbBWq3XZsmW7du0SkcTExDvuuOPSSy+tXSEiIiIvL89qtdZ/ooiYTKYGT6w88cQTDTan3R+hFYSFhWkDIaxWa6vlZjTOaDSGh4eXlZVVV1f7ui8QETEYDNrZ6pqampKSEl93B7+xWCwGg6G4uNjXHcFvQkNDtfFy5eXl9S/zgE/o9fq2bdtWVFRUVVX5ui/q0S5naiI/jbD5+fmpqal5eXkREREpKSlJSUl17isrv4/HKiwsrFOujZFt165d/acAAADgAuCPk2rZbLannnoqLy/vsssue/311y+//PIGw2jnzp1FJCMjo065drVWQkJCK3QVAAAArc8fI+z27duzs7N79er1zDPPNHLp64gRI3Q6XUZGRu3zjA6HY9++fSIycuTI1ugrAAAAWp0/Rtht27aJyPDhw8vKykob4nQ6RSQyMjIpKclut8+dO7e8vFxE7Hb7woULs7OzY2Ji+vXr5+PVAAAAQMvwu7GwDocjOztbRBqZqHXp0qXa3Q3uvfferKyszMzMm2++OS4uLicnR7v3waxZsxgICwAAcKHyuwhbUFDQ9BlboqKi5s+fn5aWduDAgdOnT1sslr59+06ZMqVDhw4t2kkAAAD4kI55yzStP6lWcXExk2r5CW1SrZKSEibV8hPuSbWqq6uZVMt/MKmWv3FPqlVaWsqkWn5Cm1TLarUyqdZ5aNakWv44FhYAAABoBBEWAAAAiiHCAgAAQDFEWAAAACiGCAsAAADFEGEBAACgGCIsAAAAFEOEBQAAgGKIsAAAAFAMERYAAACKIcICAABAMURYAAAAKIYICwAAAMUQYQEAAKAYIiwAAAAUQ4QFAACAYoiwAAAAUAwRFgAAAIohwgIAAEAxRFgAAAAohggLAAAAxRBhAQAAoBgiLAAAABRDhAUAAIBiiLAAAABQDBEWAAAAiiHCAgAAQDFEWAAAACiGCAsAAADFEGEBAACgGCIsAAAAFEOEBQAAgGKIsAAAAFAMERYAAACKIcICAABAMURYAAAAKIYICwAAAMUQYQEAAKAYIiwAAAAUQ4QFAACAYoiwAAAAUAwRFgAAAIohwgIAAEAxRFgAAAAohggLAAAAxRBhAQAAoBgiLIBk/RIAABmtSURBVAAAABRDhAUAAIBiiLAAAABQDBEWAAAAiiHCAgAAQDFEWAAAACiGCAsAAADFEGEBAACgGCIsAAAAFKNzuVy+7oNfqKmpaZ2GDAaDTqcTEYfDwX++n9DpdAaDgS3iP7QtIiIul8vhcPi6O/iNtlHYIv5Dr9fr9XrhC8XPGI1Gtsj5MRqNzajccv1QS6t9KOv1ei3COp1Op9PZOo2icVpgYov4DyKsf9I+vtgi/kP7NhG+UPwJX/GeIMKeD6vV2joNhYWFBQQEiEh5eXmrHfpF44xGY0BAQEVFRXV1ta/7AhERg8Gg7SYOh6PV9k38nywWi8FgYIv4j9DQUO3HXmVlpd1u93V3ICKi1+vbtm1rs9mqqqp83Rf1BAYGNr0yY2EBAACgGCIsAAAAFEOEBQAAgGKIsAAAAFAMERYAAACKIcICAABAMURYAAAAKIYICwAAAMUQYQEAAKAYIiwAAAAUQ4QFAACAYoiwAAAAUAwRFgAAAIohwgIAAEAxRFgAAAAohggLAAAAxRBhAQAAoBgiLAAAABRDhAUAAIBiiLAAAABQDBEWAAAAiiHCAgAAQDFEWAAAACiGCAsAAADFEGEBAACgGCIsAAAAFEOEBQAAgGKIsAAAAFAMERYAAACKIcICAABAMURYAAAAKIYICwAAAMUQYQEAAKAYIiwAAAAUQ4QFAACAYoiwAAAAUAwRFgAAAIohwgIAAEAxRFgAAAAohggLAAAAxRBhAQAAoBgiLAAAABRDhAUAAIBiiLAAAABQDBEWAAAAiiHCAgAAQDFEWAAAACiGCAsAAADFEGEBAACgGCIsAAAAFEOEBQAAgGKIsAAAAFAMERYAAACKIcICAABAMURYAAAAKIYICwAAAMUYfd0BT5WWlr7//vv79+8vLCy0WCx9+vSZNGlSx44dfd0vAAAAtBS1j8Lm5+c/+OCDmzdvzs3NNZlMRUVFu3btevDBB7/99ltfdw0AAAAtRe0Iu2TJkvz8/NjY2AULFqSlpS1fvrx///52u33evHlOp9PXvQMAAECLUDjCFhQUHDx40GAwPPXUU/Hx8TqdLjo6OjU1NSoqKjc399ixY77uIAAAAFqEwhE2PT3d5XIlJibGxMS4C4OCggYPHqwt9V3XAAAA0IIUjrBZWVkiMmDAgDrlWsmJEyd80CcAAAC0PIVnJCgqKhKRqKioOuWRkZHupfU99thjx48fr1M4YMCAxx9/vAX62AC9/refDWFhYS6Xq3UaReN0Op2IWCwWtoi/MRqNERERvu4FfqN9fLFF/If7CyU0NJSPLz+hfaGEhIQEBwf7ui8XOOUjbGhoaJ3ysLAwEamqqrLZbGazuc7SvLy8M2fO1CmMj483GAwt1tOGuT964CfYIn5Ip9O1/r6JxrFF/BAfX/6GLdIKFP4vLi0tFZH6v3LcJcXFxa3dJwAAALQ8hY/CWiwWm81ms9nqlFdUVGgPQkJC6j9r2bJlDb5afn6+d7v3R8LCwgICAkSkuLi4pqamdRpF44xGY3h4eElJSXV1ta/7AhERg8Ggna2urq4uKSnxdXfwG4vFYjAYODrgP0JDQ7WTjaWlpXa73dfdgYiIXq9v27at1WqtqqrydV/Uo40FbSKFj8Jq33BWq7VOuVZiMpnqjzEAAADABUD5CFtYWFinXBsj265dO21INQAAAC4wCkfYzp07i0hGRkad8qNHj4pIQkKCD/oEAACAlqdwhB0xYoROp8vIyKg9VM7hcOzbt09ERo4c6buuAQAAoAUpHGEjIyOTkpLsdvvcuXPLy8tFxG63L1y4MDs7OyYmpl+/fr7uIAAAAFqEwjMSiMi9996blZWVmZl58803x8XF5eTkVFdXm83mWbNmMRAWAADgQqV2hI2Kipo/f35aWtqBAwdOnz5tsVj69u07ZcqUDh06+LprAAAAaClqR1gRadOmzYwZM2bMmOHrjgAAAKCVKDwWFgAAAH9ORFgAAAAohggLAAAAxRBhAQAAoBgiLAAAABRDhAUAAIBiiLAAAABQDBEWAAAAiiHCAgAAQDFEWAAAACiGCAsAAADFEGEBAACgGCIsAAAAFEOEBQAAgGKIsAAAAFAMERYAAACKIcICAABAMTqXy+XrPvy5bN26NSsrS0QmTpwYExPj6+4A/qi4uHj16tUiEhsbO378eF93B/BTO3bsOH78uIiMHTs2Pj7e190BWpXR1x3409m5c+fOnTtFZOjQoURYoEGlpaWrVq0Skf79+xNhgT+yd+/eDRs2iEjfvn2JsPizYSABAAAAFEOEBQAAgGKIsAAAAFAMERYAAACKIcICAABAMcxI0NqCgoLCwsJExGjkPx9omF6v13aT4OBgX/cF8F9ms5kvFPxpMS8sAAAAFMNAAgAAACiGCAsAAADFEGEBAACgGCIsAAAAFEOEBQAAgGKIsAAAAFAMM8mdv6+++uqJJ55ITU0dPHhw/aU5OTlr167Nyso6e/ZsaGho7969b7rppvj4+DrVXC7Xrl27Pv3001OnTjmdzosvvjg5Ofmvf/2rTqerXa20tPT999/fv39/YWGhxWLp06fPpEmTOnbs2HJrB3iFV3aTvLy8tWvXfvfdd2fPno2MjExISJgwYcIll1xSpxq7CZSTn5//3nvvZWVl5eTkWCyWTp06DRs2bNCgQef3FeDdaoCfY17Y8zdv3rzPP/+8we/m9PT0JUuW2O12EWnTpk1JSYmIGAyGOXPmXHHFFe5qTqdz3rx5u3fvFhGTyaTX66uqqkRk5MiRM2fOdFfLz89/9NFH8/PzRSQoKKiyslJEAgICnn322R49erT4egIe8Hw3OXLkyPPPP69VCwsLs1qtLpdLp9PdfffdY8eOdVdjN4FyDh8+/OKLL9psNhFp06ZNWVmZw+EQkYEDB/797383GAxatSa+t71bDfB/DCQ4Hzabbd26dZ9//nmDS7OzsxcvXmy322+66aa0tLTVq1evXr16xIgRDofjtdde0z6tNB988MHu3buDg4OffPLJ9957b+3atXPmzAkICNi2bdu+ffvc1ZYsWZKfnx8bG7tgwYK0tLTly5f379/fbrfPmzfP6XS2+NoC58Uru4nVan311VftdvuwYcPWrFmzZs2adevW3XrrrS6Xa8WKFT/99JP7BdlNoBabzbZo0SKbzTZw4MBVq1atXr163bp1DzzwgNlsPnDgwLp169w1m/je9m41wP8RYZtnx44djzzyyK233rp69eo/qvOvf/2rpqZm2LBht99+u3Z7zDZt2qSkpAwYMKCiosL9jV5WVvbBBx+IyNNPP3355ZcHBATodLpBgwZNmjRJa0irVlBQcPDgQYPB8NRTT8XHx+t0uujo6NTU1KioqNzc3GPHjrX4OgPN5MXd5JtvviktLY2JiUlJSdFupBkQEDBx4sSBAwc6HI4vv/xSq8ZuAuXs3LkzPz+/Xbt2s2fPjoiIEBGj0Ths2LAZM2aIyPr167VzpE18b3u3GqAEImzznD17Njc3NygoKDw8XK9v+H/vxIkTIjJy5MjahTqdLjk5WUS2bdumlezfv99ms3Xr1q179+61a44ePfrpp5++/vrrtT/T09NdLldiYmJMTIy7TlBQkHZaNj093WvrBniJF3eT7OxsEbn44ovdJ1U1CQkJ7qXCbgIFnTp1SkSGDh0aGBhYu3zIkCF6vb6ysjInJ0ea/N72bjVACUTY5rn55pv/9bvOnTvXr1BZWVlYWCgiUVFRdRZddNFFIqJ9KonI8ePHRWTQoEF1qoWGhvbv3793797an1lZWSIyYMCAOtW0Ei0HAH7Fi7tJ+/btReSnn37SxsJqXC7X999/LyLur2F2EyinuLg4PDy8/lWJJpNJ+8FWU1MjTX5ve7caoARmJPAys9kcHBxcUVGRl5fXrl272ovOnTsnIhUVFTabzWw2a1/h0dHRp06d2rJlS1ZWll6vT0hIGDx4cN++fd3PKioqkoa+6SMjI91LAbU0fTcZNGjQxo0bf/zxx7lz5956662xsbEFBQUbN27MyMiIiIgYM2aM9ix2Eyhnzpw5DZYfOXKkurrabDZrP+ea+N72bjVACURYL9PpdJdccsnXX3/96aef1h4h4HK5Nm7cqD0uLCzs0KFDQUGBiBw/fvyVV17RrkIVkR9++GHbtm3Dhw9PSUnRzsBqnymhoaF1GtLGBVZVVWnf9C2/ZoDXNH03MZlMzz777Pz587/88svDhw+7a3bp0mXOnDna966wm+BCcebMmTfeeENEkpOTAwICpMnvbe9Wa4E1A7yPgQTeN23aNBFJT09ftmzZmTNnbDbbiRMnnnvuuSNHjmgVtKs+taOwW7ZsSUhIePbZZ997773ly5dPnz49ICAgPT1969atWuXS0lIR0a53qc1dUlxc3CqrBXhTE3cTEcnIyMjMzBQRs9ncqVMni8UiIr/88st//vMf95yA7CZQXU1NzebNmx966KGioqI+ffpMnTpVK2/ie9u71QAlcBTW+3r16nXHHXesXr168+bNmzdv1gr1ev2dd965YsUKEdHOnGozV7dv3/7555/XfvWGhITceOONJpPpzTffXLNmzejRo/V6vcVisdlstafi0lRUVGgPQkJCWm3VAG9p4m6yb9++l156yWQyPfjgg1dffbW212RkZMyfP//tt9+urq6ePHmyiLCbQGkHDhx46623zp49q9Ppxo4de9ttt5lMJm1RE9/b3q0GKIEI2yLGjx/fr1+/Tz755NSpU3a7vWvXrkOHDo2MjFyxYoXZbA4KChKRiIiI0tLSkSNH1jlrM2LEiGXLllVUVJw9ezY2NjYiIiIvL89qtdZpQisxmUz1TwkBSmjKbvL222+7XK7bbrvtmmuucT+xb9++Dz/88OOPP75u3brRo0dbLBZ2EyjKarUuW7Zs165dIpKYmHjHHXdceumltSs08b3t3WqAEoiwLSUhIeG+++6rXfLNN9/I78eWtAenTp3SLriuLTAwMDw8vKioSJt9WpsvUBt1UJs2pKldu3Z17kMIKKTx3aSsrOzs2bMiMnDgwDpPTExM1G4s9PPPP/fu3ZvdBCrKz89PTU3Ny8uLiIhISUlJSkqq/0Zt4nvbu9UAJTAW1vt++umnY8eOabfvq23v3r0ikpiYqP3ZoUMHqTV5kFtVVZU2Gik2NlZEtDmJMjIy6lQ7evSo/D47JqCcpuwmAQEB2uxC7usd3VwulzZYVjvvyW4C5dhstqeeeiovL++yyy57/fXXL7/88gbjYxPf296tBiiBCOt9+/fvf/LJJ5ctW1a7sKSkRLvh0FVXXaWVjBgxQkQ+++yzOsOStm/f7nK5IiIitANRI0aM0Ol0GRkZ2h3kNQ6HQ7sDbZ2Z4QFVNGU3CQgI6NSpk4j85z//qfP0Q4cOVVVVmUymiy++WNhNoKDt27dnZ2f36tXrmWee0Q6ONqiJ723vVgOUQIT1viuvvNJgMOzbt+/DDz90OBwul+vkyZOPPfaY1WpNSkrq1auXVi0hIaFHjx65ubnPPPPMmTNnXC5XdXX1Z599tnLlShGZPn269os8MjIyKSnJbrfPnTu3vLxcROx2+8KFC7Ozs2NiYvr16+fDNQXOWxN3kwkTJohIWlrahg0bqqqqRMThcHz++efz588XkRtvvNFoNAq7CRSk3YJu+PDhZWVlpQ3RzjM08b3t3WqAEnTuWWnQXA8//PCPP/6Ympqq3Zqvto8//vif//yniAQEBJhMJu2TIj4+/rnnntOmBNJkZ2fPmTNHG0dvsVgqKiq0E6bJycn33HOP+6RSXl7e7NmzCwsL9Xp9XFxcTk6ONvH1s88+261bt9ZZWeD8eL6brFq16t///rfL5dLpdOHh4SUlJdpX+xVXXDFnzhz3jWfZTaAQh8MxYcKE+iNkalu6dKl2d4Mmvre9Ww3wf4ann37a131Q1bZt2woLC4cMGaKdyqyta9eul112WWFhYXl5ud1u79ix4/XXX/+3v/2tzmx8bdq0ueaaa6qrq0tKSqxWa1RUVGJi4r333jt69Ojag6JCQkKuvvpqu91eVFR07ty50NDQ//qv/3rkkUcYtwT/5/lu0rdv38svv7yiosLpdBYVFUVGRnbv3v2uu+6aPHmydvsPDbsJFJKfn+++i8cfGTt2rPZbronvbe9WA/wfR2EBAACgGMbCAgAAQDFEWAAAACiGCAsAAADFEGEBAACgGCIsAAAAFEOEBQAAgGKIsAAAAFAMERYAAACKIcICAABAMURYAAAAKIYICwAAAMUQYQEAAKAYIiwAAAAUQ4QFAACAYoiwAAAAUIzR1x0AAPidI0eOHDp0qHv37ldeeaWv+wIADeAoLAC0qi+++EKn0+l0ujfeeKPBCg8//LBW4YcffnAXVlVVLV68+Oqrr46Ojjabzd26dZs4ceKuXbtcLtcfNfTVV1/deeed/fv3j4qKCgoK6tKly9VXX7148eKysrL6lWNiYnQ63dtvv22322+55ZYBAwbMmDFjxYoVnq8vALQEXSMffwAAr3M4HB07dvz111+vvPLKzz//vP7Siy++OCcn54orrvjyyy+1wu+//37s2LEnTpyo/2o33HDDu+++GxwcXLvQ6XTef//9S5cubbADsbGxX375ZceOHWsXxsTEnDt3buXKldu3b1+zZo1WePvtt7/99tvntZYA0LIYSAAArcpgMNx0002LFi3avXv3uXPn2rdvX3vpF198kZOTIyK33nqrVnL27Nkrr7wyNzdXRAYNGjRq1Ki4uLhjx46lpaWdPXt248aNycnJ6enpev3/nlV76623tPzatm3bO+64o1evXmazOTs7+/333z969OiZM2duu+22HTt21O9bWlratm3bQkJCpk+f3rNnz8GDB7fc/wMAeMQFAGhdu3bt0j6BlyxZUmfR3XffLSJGozEvL08rGT9+vFb55Zdfdjgc7poFBQXXXXedtmjlypW1X2T48OEiEhERkZWVVbu8pqZm1KhR2utXVlbWXuRO0v369Tt58qT31hUAWgRjYQGgtQ0ZMiQmJkZEPvzww9rlVVVVH3zwgYiMHj06MjJSRH788cf169eLyMSJEx955JHah1rbtm37zjvvREdHi8jLL7/sLnc4HBkZGYGBgVOmTOncuXPt1zcYDBMmTBCRmpqaU6dONdi3hQsXxsfHe2c9AaDFEGEBoLVpYwlEZOfOnYWFhe7yTz75pLi4WGqNIti0aZPL5RKR1NTU+q+jjRMQkczMzPz8fPeL5+Xl2Wy2xYsX13+K+1ouV0MXQiQmJg4aNOj8VwwAWgsRFgB8YOLEiSJSU1OzadMmd+G7774rIm3atElOTtZKtCu6goKCunXrZmtIz549tZrHjx//o7acTmd2dvbGjRv/9re/Pfnkk430iuOvAFTB5VwA4APaWIJff/31ww8/1I6kWq3WzZs3i8ikSZPMZrNW7dy5cyJSWVlpsVgaf0Gr1Vr7z8LCwrS0tPT09G+//fbkyZNVVVVN6ZU2vAEA/B8RFgB8wD0vwaefflpaWhoWFrZx48bKykqpNYpARMrLy5v4grUj7Icffnj33XdrYxJEJDQ0NDExsVu3bn379q2urn788cf/6EUCAwPPZ2UAoNURYQHANyZOnLho0SK73f7RRx9NnTpVG0UQHx9feyqr8PBwEenYsWN2dnYTX/bYsWOTJ092OBxRUVGzZ88eO3bspZde6r4OLC0tzdvrAQA+wFhYAPCN2vMS5OXlffrppyJyyy231J52oHv37iJy+vTp2ld9NW7p0qUOh0NEtm/fPnv27O7du9d+waKiIi+uAgD4ChEWAHzDYDBoc75+/PHHq1at0nLnLbfcUrvOiBEjtAd/dK/XW2+9tWPHjoMHD3bPMPDzzz+LSHR0dO/evevX/+STT7y2AgDgO0RYAPCZSZMmiUhFRcXTTz8tIgMHDuzWrVvtCmPGjNHmdn3yySd37txZ5+krV65cs2bNmTNnxowZo9PptEKtfm5u7i+//FK7ssvlmjdvnnsCBPfsWgCgIsbCAoDPDBkypH379ufOndMu26p9IZfGaDSuXLnymmuusdls11xzzfjx4//617927NgxNzd38+bN2iHV/v37p6SkuJ9y3XXXLVq0SESGDx8+e/bsnj172my27777bsWKFUeOHAkPD9cu83rkkUfuuOOOm2++2WQytd4KA4CX6Bqc3RoA0Dpmzpyp3YPAaDTm5ORERUXVr/PRRx9NmzattLS0/qK//OUvGzdurPOs++67b8mSJfUrX3vttatWrRo6dOgPP/yglVit1tDQUBGJiYk5d+7czJkzFy5c6PlKAUBLYyABAPiSdo8DERk1alSD+VVExowZk5WV9fTTTyclJYWHh5vN5h49eowbN27Lli179uyp/6zFixdv2bLl2muv7dSpU0BAQGxs7MSJE7ds2fLJJ5/ExMTs2LHjvvvuu/baa++77z4OwQJQFEdhAcCXNm7cOG7cOBFZu3atO84CABrHUVgA8CVtqoE2bdqMHTvW130BAGUQYQHAZ06ePPnRRx+JyMSJE903lQUA/J+YkQAAWltJSYmInD179v7779emg50xY4avOwUAKiHCAkBrW7du3T333OP+c/z48UlJST7sDwAoh4EEAOBLQ4cOXblypa97AQCKYUYCAGhtVqt19+7dWVlZvXr1uvrqq9031gIANBERFgAAAIphIAEAAAAUQ4QFAACAYoiwAAAAUAwRFgAAAIohwgIAAEAxRFgAAAAohggLAAAAxRBhAQAAoBgiLAAAABRDhAUAAIBiiLAAAABQzP8DNH9Bwws7YL0AAAAASUVORK5CYII=" width="100%" /> ] --- layout: false class: inverse, center, middle # Facetting Plots --- layout: true ## Life Expectancy - By Continent --- .left-code[ ### facetting by continent ```r gm[continent!="Oceania"] %>% ggplot(aes(fyear, lifeexp)) + geom_boxplot(outlier.size = .5) + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(40,85)) + *facet_wrap(~continent) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true ## Life Expectancy - By Continent --- .left-code[ ### Adding Portugal ```r gm[continent!="Oceania"] %>% ggplot(aes(fyear, lifeexp)) + geom_boxplot(outlier.size = .5) + *geom_point(data=gmPT, * shape = 4, * colour="blue") + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(40,85)) + facet_wrap(~continent) ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true ## Life Expectancy - By Continent --- .left-code[ ### Adding Portugal ```r gm[continent!="Oceania"] %>% ggplot(aes(fyear, lifeexp)) + *geom_boxplot(outlier.size = .5) + geom_point(data=gmPT, shape = 4, colour="blue") + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(40,85)) + facet_wrap(~continent) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true ## Life Expectancy - By Continent --- .left-code[ ```r gm[continent!="Oceania"] %>% ggplot(aes(fyear, lifeexp, * colour = continent)) + geom_boxplot(outlier.size = .5) + geom_point(data=gmPT, shape = 4, colour="blue") + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(40,85)) + facet_wrap(~continent) + xlab("Year") + ylab("Life expectancy at Birth") + theme(legend.position = "none") ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: false class: inverse, center, middle # Exercises ### Double Click on "`ggplot2-exercises.Rproj`" ### Open file "`ggplot2-exercises.Rmd`" ### Complete "Exercise 2 - Europe" --- class: inverse, center, middle # How does Portugal perform on health and wealth? --- <div class="gapminder-logo-right-top"></div> ## Health versus Wealth over Time ### We will only use data for 1960, 1980, 2000 and 2015. ### This is essentialy a subset of the famous gapminder plot .pull-right[ <img src="data:image/png;base64,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width="450px" /> ] --- layout: true ## Health vs Wealth --- .left-code[ ### Colour code by year ```r yrs <- c(1960,1980,2000,2015) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp, * colour=fyear)) + geom_point() ``` ### Not easy to interpret ] .right-plot[ <img 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" width="100%" /> ] --- layout: true ## Health vs Wealth - Facet --- .left-code[ ### Plot years separately ```r *yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp, colour=fyear)) + geom_point() + *facet_wrap(~fyear) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true ## Health vs Wealth - Log Scale --- .left-code[ ### Log scale x-axis ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp, colour=fyear)) + geom_point() + *scale_x_log10( *breaks = c(10^3, 10^4, 10^5), *labels = c("1k","10k","100k")) + facet_wrap(~fyear) ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true ## Health vs Wealth - Log Scale --- .left-code[ ### Remove Legend ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp, colour=fyear)) + geom_point() + scale_x_log10( breaks = c(10^3, 10^4, 10^5), labels = c("1k","10k","100k")) + facet_wrap(~fyear) + *theme(legend.position = "none") ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true ## Health vs Wealth - Log Scale --- .left-code[ ### Point size = population ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp)) + *geom_point(aes(size=pop, * colour=fyear), * shape = 21) + scale_x_log10( breaks = c(10^3, 10^4, 10^5), labels = c("1k","10k","100k")) + facet_wrap(~fyear) ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true ## Health vs Wealth - Portugal --- .left-code[ ### Add Portugal ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp)) + geom_point(aes(size=pop, colour=fyear), shape = 21) + scale_x_log10( breaks = c(10^3, 10^4, 10^5), labels = c("1k","10k","100k")) + facet_wrap(~fyear) + *geom_point(data = * gmPT[year %in% yrs], * colour="blue") ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true ## Health vs Wealth - Portugal --- .left-code[ ### No need for year colours ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp)) + *geom_point(aes(size=pop), * colour="grey60", shape = 21) + scale_x_log10( breaks = c(10^3, 10^4, 10^5), labels = c("1k","10k","100k")) + facet_wrap(~fyear) + geom_point(data = gmPT[year %in% yrs], colour="blue") ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true ## Health vs Wealth --- .left-code[ ### Move the legend below ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp)) + *geom_point(aes(size=pop), * colour="grey60", shape = 21) + scale_x_log10( breaks = c(10^3, 10^4, 10^5), labels = c("1k","10k","100k")) + facet_wrap(~fyear) + geom_point(data = gmPT[year %in% yrs], colour="blue") + *theme(legend.position = "bottom") ``` ] .right-plot[ <img 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" width="90%" /> --- layout: false class: inverse, center, middle # Exercises ### Double Click on "`ggplot2-exercises.Rproj`" ### Open file "`ggplot2-exercises.Rmd`" ### Complete "Exercise 2 - Europe" --- <div class="xaringan-hex-right-top"></div> # Summary ### ### ### ### ### ### --- class: inverse, center, middle ## This work is licensed under the ## Creative Commons Attribution-NonCommercial 4.0 International License. ## To view a copy of this license, visit ## http://creativecommons.org/licenses/by-nc/4.0/